class: inverse,left, middle background-image: url(data:image/png;base64,#background.png) background-size: cover <img src="data:image/png;base64,#LOGO_DIPLOMADO.png" width="500px"/> ##Módulo 2: Análisis espacial y Percepción Remota satelital óptica ###Introducción al análisis masivo: Paralelización alfanumérica José A. Lastra<br> <a href="http://github.com/JoseLastra"> Github: JoseLastra</a><br> <a href="mailto:jose.lastra@pucv.cl"> jose.lastra@pucv.cl</a> | <a href="mailto:jose.lastramunoz@wur.nl"> jose.lastramunoz@wur.nl</a><br> .large[<b><a href="https://www.pucv.cl/uuaa/site/edic/base/port/labgrs.html">LabGRS</a> | Octubre, 2024</b>] <br> --- class: center,middle background-image: url(data:image/png;base64,#labgrs_logo.png) background-size: 35% --- ## Contenidos .pull-left[ 1) Análisis masivo iterativo: * loops * Familia apply 2) Paralelización: * Librería parallel * Librería foreach y doParallel ] .pull-right[ <img src="data:image/png;base64,#https://raw.githubusercontent.com/allisonhorst/stats-illustrations/main/rstats-artwork/r_rollercoaster.png" width="650px"/> © Allison Horst ] --- ## Análisis iterativo: loops -- - En muchas ocasiones, veremos la necesidad de realizar la misma tarea muchas veces para diferentes sets de datos. -- - Algunos ejemplos: reproyectar información, realizar diversos modelos lineales, cortar datos a un área de estudio, etc. -- - Los **loops** son la definición concreta de **ejecutar una tarea n cantidad de veces**. -- - Nosotros mostraremos principalmente el uso de **ciclos for** <center><img src="data:image/png;base64,#https://www.blasbenito.com/post/02_parallelizing_loops_with_r/featured.png" width="500px"/></center> <center><a href="https://www.blasbenito.com/post/02_parallelizing_loops_with_r/">©Blas M. Benito</a></center> --- ## Análisis iterativo: loops -- - Pensemos en una tarea ya realizada durante el diplomado: Apertura de archivos -- ``` r # crear objeto para primer archivo df_1 <- read_csv("TABLAS_LOOP/Tmean_Cauquenes.csv") df_1 %>% head() ``` ``` ## # A tibble: 6 × 4 ## Date Year Month Tmed ## <date> <dbl> <dbl> <dbl> ## 1 1979-01-15 1979 1 19.7 ## 2 1979-02-15 1979 2 19.1 ## 3 1979-03-15 1979 3 17.4 ## 4 1979-04-15 1979 4 14.6 ## 5 1979-05-15 1979 5 12.2 ## 6 1979-06-15 1979 6 8.54 ``` -- <center><b>¿Cómo podemos abrir todos los archivos?</b></center> --- ## Análisis iterativo: recordando [Ver](https://labgrs.github.io/01_Intro_R/Intro_R.html#63) <center><img src="data:image/png;base64,#loops.png" width="800px"/></center> <center><a href="https://labgrs.github.io/01_Intro_R/Intro_R.html#63">© Matías Olea</a></center> -- - Construyamos el ciclo que abra todos los archivos y los ponga en un objeto cada uno. -- - Usaremos una **lista** como estructura receptora. --- ## Análisis iterativo: loops ``` r lista_archivos <- list.files(path = "TABLAS_LOOP/", # ruta de los archivos pattern = "*.csv", # patrón para listar elementos full.names = T) # ruta completa lista_df <- vector(mode = "list", # lista vacia para ingresar cada tabla individual length = length(lista_archivos)) # start loop ----- for (i in 1:length(lista_archivos)) { # seteando duración del loop lista_df[[i]] <- read_csv(lista_archivos[i], # metiendo el objeto en la lista show_col_types = FALSE) cat("tabla", i, "leída \n") # control de ansiedad } ``` --- ## Análisis iterativo: loops -- - ¿Y si queremos unir solo la columna de temperatura a una gran tabla? -- ``` r id <- substr(x = lista_archivos, start = 19, stop = nchar(lista_archivos) - 4) # id's lista_df <- vector(mode = "list", # lista vacia para ingresar cada tabla individual length = length(lista_archivos)) # start loop ----- for (i in 1:length(lista_archivos)) { # seteando duración del loop lista_df[[i]] <- read_csv(lista_archivos[i], # metiendo el objeto en la lista show_col_types = FALSE) %>% mutate(ID = id[i]) # agregando nuevo campo cat("tabla", i, "leída \n") # control de ansiedad } ``` --- ## Análisis iterativo: loops -- - Con la lista generada y los archivos leídos, podemos integrar nuestra tabla -- ``` r tabla_final <- lista_df %>% bind_rows() ``` <div class="datatables html-widget html-fill-item" id="htmlwidget-16a82d3f969dca830710" style="width:100%;height:auto;"></div> <script type="application/json" 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class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>Date<\/th>\n <th>Year<\/th>\n <th>Month<\/th>\n <th>Tmed<\/th>\n <th>ID<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":5,"columnDefs":[{"className":"dt-right","targets":[2,3,4]},{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"Date","targets":1},{"name":"Year","targets":2},{"name":"Month","targets":3},{"name":"Tmed","targets":4},{"name":"ID","targets":5}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[5,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- ## Análisis iterativo: loops -- - Una vez obtenido el resultado, podemos operar como sea requerido. ``` r tabla_final %>% ggplot(aes(x = Date, y = Tmed, color = ID)) + geom_line() + facet_wrap(~ID, ncol = 2) ``` --- <img src="data:image/png;base64,#DIPGEOPR_02_6_files/figure-html/unnamed-chunk-8-1.png" width="100%" /> --- ## Análisis iterativo: Familia *apply -- - En general, muchos usuarios experimentados promueven **no usar** ciclos for, principalmente por motivos de eficiencia computacional (Grolemund, 2014). -- - Aunque como vimos, son una solución rápida, fácil de escribir, debuggear y entender para cualquier programador. -- - Suelen ser algo ineficientes al momento de trabajar con un alto número de datos dada su naturaleza iterativa. -- - Aquí es donde la familia de **funciones apply** entran como una alternativa al uso de ciclos for. -- - Aunque también uno puede transformar un ciclo for en un código vectorizado ([para saber más](https://rstudio-education.github.io/hopr)) --- ## Análisis iterativo: Familia *apply -- - Lo primero que uno podría cuestionarse es: **¿cuál es la diferencia entre esta familia de funciones y un ciclo for?** -- - La colección *apply viene incorporada en R y puede ser alimentada por diferentes funciones para aplicar procesos redundantes sobre diferentes objetos. -- - En esencia, estas funciones buscan que el usuario evite la construcción de ciclos. -- - Las funciones correspondientes a esta familia son ([Mendoza, 2018](https://bookdown.org/jboscomendoza/r-principiantes4/)): .pull-left[ * apply() * eapply() * lapply() * mapply() ] .pull-right[ * rapply() * sapply() * tapply() * vapply() ] --- - Para fines operativos, mostraremos la aplicación de **apply()** y **lapply()** utilizando el archivo CSV de nombre **Datos_cluster.csv**. - Esta tabla contiene datos de 500 sitios en Chile continental. ``` r datos_cluster <- read.csv("Datos_cluster.csv", sep = ",", header = T) %>% mutate(ID = paste0("A-", c(1:500))) ``` <div style="border: 1px solid #ddd; padding: 0px; overflow-y: scroll; height:400px; overflow-x: scroll; width:100%; "><table class=" lightable-paper" style='color: black; font-family: "Arial Narrow", arial, helvetica, sans-serif; margin-left: auto; margin-right: auto;'> <thead> <tr> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> X </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> Y </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> PP </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> Productivity </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> Elevation </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> T_min </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> T_med </th> <th style="text-align:right;position: sticky; top:0; background-color: #FFFFFF;"> T_max </th> <th style="text-align:left;position: sticky; top:0; background-color: #FFFFFF;"> ID </th> </tr> </thead> <tbody> <tr> <td style="text-align:right;"> -71.12 </td> <td style="text-align:right;"> -28.73 </td> <td style="text-align:right;"> 13.49 </td> <td style="text-align:right;"> 1.32 </td> <td style="text-align:right;"> 1055 </td> <td style="text-align:right;"> 6.74 </td> <td style="text-align:right;"> 12.49 </td> <td style="text-align:right;"> 18.23 </td> <td style="text-align:left;"> A-1 </td> </tr> <tr> <td style="text-align:right;"> -71.62 </td> <td style="text-align:right;"> -38.92 </td> <td style="text-align:right;"> 2087.01 </td> <td style="text-align:right;"> 6.97 </td> <td style="text-align:right;"> 1018 </td> <td style="text-align:right;"> 2.53 </td> <td style="text-align:right;"> 8.34 </td> <td style="text-align:right;"> 14.16 </td> <td style="text-align:left;"> A-2 </td> </tr> <tr> <td style="text-align:right;"> -71.97 </td> <td style="text-align:right;"> -35.08 </td> <td style="text-align:right;"> 626.87 </td> <td style="text-align:right;"> 6.66 </td> <td style="text-align:right;"> 9 </td> <td style="text-align:right;"> 7.19 </td> <td style="text-align:right;"> 14.21 </td> <td style="text-align:right;"> 21.23 </td> <td style="text-align:left;"> A-3 </td> </tr> <tr> <td style="text-align:right;"> -68.42 </td> <td style="text-align:right;"> -22.08 </td> <td style="text-align:right;"> 69.20 </td> <td style="text-align:right;"> 1.01 </td> <td style="text-align:right;"> 3862 </td> <td style="text-align:right;"> -0.38 </td> <td style="text-align:right;"> 6.78 </td> <td style="text-align:right;"> 13.95 </td> <td style="text-align:left;"> A-4 </td> </tr> <tr> <td style="text-align:right;"> -70.03 </td> <td style="text-align:right;"> -25.52 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.86 </td> <td style="text-align:right;"> 1726 </td> <td style="text-align:right;"> 6.52 </td> <td style="text-align:right;"> 15.30 </td> <td style="text-align:right;"> 24.08 </td> <td style="text-align:left;"> A-5 </td> </tr> <tr> <td style="text-align:right;"> -71.88 </td> <td style="text-align:right;"> -35.48 </td> <td style="text-align:right;"> 599.63 </td> <td style="text-align:right;"> 6.14 </td> <td style="text-align:right;"> 136 </td> <td style="text-align:right;"> 7.25 </td> <td style="text-align:right;"> 14.93 </td> <td style="text-align:right;"> 22.61 </td> <td style="text-align:left;"> A-6 </td> </tr> <tr> <td style="text-align:right;"> -70.67 </td> <td style="text-align:right;"> -35.28 </td> <td style="text-align:right;"> 1513.44 </td> <td style="text-align:right;"> 1.00 </td> <td style="text-align:right;"> 2347 </td> <td style="text-align:right;"> 2.54 </td> <td style="text-align:right;"> 7.07 </td> <td style="text-align:right;"> 11.59 </td> <td style="text-align:left;"> A-7 </td> </tr> <tr> <td style="text-align:right;"> -72.97 </td> <td style="text-align:right;"> -47.83 </td> <td style="text-align:right;"> 2591.79 </td> <td style="text-align:right;"> 3.49 </td> <td style="text-align:right;"> 659 </td> <td style="text-align:right;"> -1.18 </td> <td style="text-align:right;"> 3.36 </td> <td style="text-align:right;"> 7.91 </td> <td style="text-align:left;"> A-8 </td> </tr> <tr> <td style="text-align:right;"> -67.72 </td> <td style="text-align:right;"> -24.08 </td> <td style="text-align:right;"> 86.24 </td> <td style="text-align:right;"> 0.99 </td> <td style="text-align:right;"> 4053 </td> <td style="text-align:right;"> -1.28 </td> <td style="text-align:right;"> 4.16 </td> <td style="text-align:right;"> 9.61 </td> <td style="text-align:left;"> A-9 </td> </tr> <tr> <td style="text-align:right;"> -69.62 </td> <td style="text-align:right;"> -25.38 </td> <td style="text-align:right;"> 0.59 </td> <td style="text-align:right;"> 1.17 </td> <td style="text-align:right;"> 2174 </td> <td style="text-align:right;"> 5.25 </td> <td style="text-align:right;"> 13.90 </td> <td style="text-align:right;"> 22.54 </td> <td style="text-align:left;"> A-10 </td> </tr> <tr> <td style="text-align:right;"> -67.92 </td> <td style="text-align:right;"> -23.98 </td> <td style="text-align:right;"> 81.83 </td> <td style="text-align:right;"> 1.10 </td> <td style="text-align:right;"> 3767 </td> <td style="text-align:right;"> -1.13 </td> <td style="text-align:right;"> 5.54 </td> <td style="text-align:right;"> 12.20 </td> <td style="text-align:left;"> A-11 </td> </tr> <tr> <td style="text-align:right;"> -68.83 </td> <td style="text-align:right;"> -22.42 </td> <td style="text-align:right;"> 0.83 </td> <td style="text-align:right;"> 1.15 </td> <td style="text-align:right;"> 2461 </td> <td style="text-align:right;"> 1.10 </td> <td style="text-align:right;"> 11.86 </td> <td style="text-align:right;"> 22.62 </td> <td style="text-align:left;"> A-12 </td> </tr> <tr> <td style="text-align:right;"> -70.78 </td> <td style="text-align:right;"> -35.28 </td> <td style="text-align:right;"> 1463.03 </td> <td style="text-align:right;"> 2.00 </td> <td style="text-align:right;"> 1875 </td> <td style="text-align:right;"> 2.95 </td> <td style="text-align:right;"> 8.16 </td> <td style="text-align:right;"> 13.37 </td> <td style="text-align:left;"> A-13 </td> </tr> <tr> <td style="text-align:right;"> -69.28 </td> <td style="text-align:right;"> -23.27 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.77 </td> <td style="text-align:right;"> 2102 </td> <td style="text-align:right;"> 4.90 </td> <td style="text-align:right;"> 15.14 </td> <td style="text-align:right;"> 25.38 </td> <td style="text-align:left;"> A-14 </td> </tr> <tr> <td style="text-align:right;"> -68.83 </td> <td style="text-align:right;"> -22.32 </td> <td style="text-align:right;"> 5.20 </td> <td style="text-align:right;"> 0.43 </td> <td style="text-align:right;"> 2484 </td> <td style="text-align:right;"> 2.19 </td> <td style="text-align:right;"> 12.14 </td> <td style="text-align:right;"> 22.09 </td> <td style="text-align:left;"> A-15 </td> </tr> <tr> <td style="text-align:right;"> -67.72 </td> <td style="text-align:right;"> -23.77 </td> <td style="text-align:right;"> 109.52 </td> <td style="text-align:right;"> 0.43 </td> <td style="text-align:right;"> 4950 </td> <td style="text-align:right;"> -5.50 </td> <td style="text-align:right;"> -0.89 </td> <td style="text-align:right;"> 3.73 </td> <td style="text-align:left;"> A-16 </td> </tr> <tr> <td style="text-align:right;"> -74.78 </td> <td style="text-align:right;"> -45.98 </td> <td style="text-align:right;"> 3107.78 </td> <td style="text-align:right;"> 6.91 </td> <td style="text-align:right;"> 35 </td> <td style="text-align:right;"> 3.04 </td> <td style="text-align:right;"> 7.04 </td> <td style="text-align:right;"> 11.04 </td> <td style="text-align:left;"> A-17 </td> </tr> <tr> <td style="text-align:right;"> -72.58 </td> <td style="text-align:right;"> -36.58 </td> <td style="text-align:right;"> 737.34 </td> <td style="text-align:right;"> 6.98 </td> <td style="text-align:right;"> 40 </td> <td style="text-align:right;"> 7.13 </td> <td style="text-align:right;"> 13.91 </td> <td style="text-align:right;"> 20.68 </td> <td style="text-align:left;"> A-18 </td> </tr> <tr> <td style="text-align:right;"> -69.33 </td> <td style="text-align:right;"> -23.42 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.96 </td> <td style="text-align:right;"> 1950 </td> <td style="text-align:right;"> 4.37 </td> <td style="text-align:right;"> 15.04 </td> <td style="text-align:right;"> 25.72 </td> <td style="text-align:left;"> A-19 </td> </tr> <tr> <td style="text-align:right;"> -69.58 </td> <td style="text-align:right;"> -24.82 </td> <td style="text-align:right;"> 10.48 </td> <td style="text-align:right;"> 1.07 </td> <td style="text-align:right;"> 2640 </td> <td style="text-align:right;"> 2.30 </td> <td style="text-align:right;"> 11.85 </td> <td style="text-align:right;"> 21.39 </td> <td style="text-align:left;"> A-20 </td> </tr> <tr> <td style="text-align:right;"> -69.33 </td> <td style="text-align:right;"> -20.68 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.18 </td> <td style="text-align:right;"> 1259 </td> <td style="text-align:right;"> 8.93 </td> <td style="text-align:right;"> 18.03 </td> <td style="text-align:right;"> 27.13 </td> <td style="text-align:left;"> A-21 </td> </tr> <tr> <td style="text-align:right;"> -70.12 </td> <td style="text-align:right;"> -24.98 </td> <td style="text-align:right;"> 7.37 </td> <td style="text-align:right;"> 0.78 </td> <td style="text-align:right;"> 2178 </td> <td style="text-align:right;"> 3.97 </td> <td style="text-align:right;"> 11.44 </td> <td style="text-align:right;"> 18.90 </td> <td style="text-align:left;"> A-22 </td> </tr> <tr> <td style="text-align:right;"> -71.28 </td> <td style="text-align:right;"> -38.38 </td> <td style="text-align:right;"> 1527.49 </td> <td style="text-align:right;"> 6.91 </td> <td style="text-align:right;"> 1194 </td> <td style="text-align:right;"> 2.10 </td> <td style="text-align:right;"> 9.47 </td> <td style="text-align:right;"> 16.85 </td> <td style="text-align:left;"> A-23 </td> </tr> <tr> <td style="text-align:right;"> -69.83 </td> <td style="text-align:right;"> -27.52 </td> <td style="text-align:right;"> 21.63 </td> <td style="text-align:right;"> 0.22 </td> <td style="text-align:right;"> 2103 </td> <td style="text-align:right;"> 8.02 </td> <td style="text-align:right;"> 14.77 </td> <td style="text-align:right;"> 21.52 </td> <td style="text-align:left;"> A-24 </td> </tr> <tr> <td style="text-align:right;"> -69.28 </td> <td style="text-align:right;"> -20.48 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.85 </td> <td style="text-align:right;"> 1917 </td> <td style="text-align:right;"> 8.83 </td> <td style="text-align:right;"> 17.13 </td> <td style="text-align:right;"> 25.43 </td> <td style="text-align:left;"> A-25 </td> </tr> <tr> <td style="text-align:right;"> -71.22 </td> <td style="text-align:right;"> -44.73 </td> <td style="text-align:right;"> 426.84 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1506 </td> <td style="text-align:right;"> -3.33 </td> <td style="text-align:right;"> 3.14 </td> <td style="text-align:right;"> 9.61 </td> <td style="text-align:left;"> A-26 </td> </tr> <tr> <td style="text-align:right;"> -69.03 </td> <td style="text-align:right;"> -22.48 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.53 </td> <td style="text-align:right;"> 2171 </td> <td style="text-align:right;"> 4.28 </td> <td style="text-align:right;"> 14.20 </td> <td style="text-align:right;"> 24.12 </td> <td style="text-align:left;"> A-27 </td> </tr> <tr> <td style="text-align:right;"> -68.97 </td> <td style="text-align:right;"> -19.58 </td> <td style="text-align:right;"> 129.69 </td> <td style="text-align:right;"> 1.19 </td> <td style="text-align:right;"> 4756 </td> <td style="text-align:right;"> -4.99 </td> <td style="text-align:right;"> 2.44 </td> <td style="text-align:right;"> 9.86 </td> <td style="text-align:left;"> A-28 </td> </tr> <tr> <td style="text-align:right;"> -72.38 </td> <td style="text-align:right;"> -37.03 </td> <td style="text-align:right;"> 978.00 </td> <td style="text-align:right;"> 6.85 </td> <td style="text-align:right;"> 124 </td> <td style="text-align:right;"> 6.64 </td> <td style="text-align:right;"> 13.63 </td> <td style="text-align:right;"> 20.62 </td> <td style="text-align:left;"> A-29 </td> </tr> <tr> <td style="text-align:right;"> -69.22 </td> <td style="text-align:right;"> -24.02 </td> <td style="text-align:right;"> 2.86 </td> <td style="text-align:right;"> 1.18 </td> <td style="text-align:right;"> 2257 </td> <td style="text-align:right;"> 2.70 </td> <td style="text-align:right;"> 12.99 </td> <td style="text-align:right;"> 23.28 </td> <td style="text-align:left;"> A-30 </td> </tr> <tr> <td style="text-align:right;"> -72.72 </td> <td style="text-align:right;"> -48.83 </td> <td style="text-align:right;"> 778.48 </td> <td style="text-align:right;"> 0.07 </td> <td style="text-align:right;"> 252 </td> <td style="text-align:right;"> 4.06 </td> <td style="text-align:right;"> 7.92 </td> <td style="text-align:right;"> 11.79 </td> <td style="text-align:left;"> A-31 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -27.27 </td> <td style="text-align:right;"> 13.14 </td> <td style="text-align:right;"> 1.23 </td> <td style="text-align:right;"> 3518 </td> <td style="text-align:right;"> 2.96 </td> <td style="text-align:right;"> 8.78 </td> <td style="text-align:right;"> 14.59 </td> <td style="text-align:left;"> A-32 </td> </tr> <tr> <td style="text-align:right;"> -70.17 </td> <td style="text-align:right;"> -34.28 </td> <td style="text-align:right;"> 1110.25 </td> <td style="text-align:right;"> 0.08 </td> <td style="text-align:right;"> 3016 </td> <td style="text-align:right;"> 0.58 </td> <td style="text-align:right;"> 3.02 </td> <td style="text-align:right;"> 5.46 </td> <td style="text-align:left;"> A-33 </td> </tr> <tr> <td style="text-align:right;"> -68.92 </td> <td style="text-align:right;"> -20.88 </td> <td style="text-align:right;"> 83.20 </td> <td style="text-align:right;"> 1.50 </td> <td style="text-align:right;"> 4146 </td> <td style="text-align:right;"> -2.93 </td> <td style="text-align:right;"> 3.56 </td> <td style="text-align:right;"> 10.04 </td> <td style="text-align:left;"> A-34 </td> </tr> <tr> <td style="text-align:right;"> -69.42 </td> <td style="text-align:right;"> -20.38 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.91 </td> <td style="text-align:right;"> 1217 </td> <td style="text-align:right;"> 8.42 </td> <td style="text-align:right;"> 18.31 </td> <td style="text-align:right;"> 28.20 </td> <td style="text-align:left;"> A-35 </td> </tr> <tr> <td style="text-align:right;"> -71.38 </td> <td style="text-align:right;"> -32.58 </td> <td style="text-align:right;"> 236.71 </td> <td style="text-align:right;"> 6.19 </td> <td style="text-align:right;"> 71 </td> <td style="text-align:right;"> 8.01 </td> <td style="text-align:right;"> 14.20 </td> <td style="text-align:right;"> 20.39 </td> <td style="text-align:left;"> A-36 </td> </tr> <tr> <td style="text-align:right;"> -69.03 </td> <td style="text-align:right;"> -25.08 </td> <td style="text-align:right;"> 27.12 </td> <td style="text-align:right;"> 1.46 </td> <td style="text-align:right;"> 3785 </td> <td style="text-align:right;"> -4.39 </td> <td style="text-align:right;"> 4.89 </td> <td style="text-align:right;"> 14.17 </td> <td style="text-align:left;"> A-37 </td> </tr> <tr> <td style="text-align:right;"> -71.08 </td> <td style="text-align:right;"> -38.67 </td> <td style="text-align:right;"> 1263.77 </td> <td style="text-align:right;"> 4.66 </td> <td style="text-align:right;"> 1077 </td> <td style="text-align:right;"> 1.21 </td> <td style="text-align:right;"> 8.29 </td> <td style="text-align:right;"> 15.37 </td> <td style="text-align:left;"> A-38 </td> </tr> <tr> <td style="text-align:right;"> -70.62 </td> <td style="text-align:right;"> -28.98 </td> <td style="text-align:right;"> 37.64 </td> <td style="text-align:right;"> 1.03 </td> <td style="text-align:right;"> 1819 </td> <td style="text-align:right;"> 5.56 </td> <td style="text-align:right;"> 13.05 </td> <td style="text-align:right;"> 20.55 </td> <td style="text-align:left;"> A-39 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -26.83 </td> <td style="text-align:right;"> 41.90 </td> <td style="text-align:right;"> 0.83 </td> <td style="text-align:right;"> 3117 </td> <td style="text-align:right;"> 0.79 </td> <td style="text-align:right;"> 7.26 </td> <td style="text-align:right;"> 13.73 </td> <td style="text-align:left;"> A-40 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -24.38 </td> <td style="text-align:right;"> 1.67 </td> <td style="text-align:right;"> 0.77 </td> <td style="text-align:right;"> 1762 </td> <td style="text-align:right;"> 5.10 </td> <td style="text-align:right;"> 15.07 </td> <td style="text-align:right;"> 25.03 </td> <td style="text-align:left;"> A-41 </td> </tr> <tr> <td style="text-align:right;"> -71.08 </td> <td style="text-align:right;"> -32.83 </td> <td style="text-align:right;"> 212.90 </td> <td style="text-align:right;"> 6.88 </td> <td style="text-align:right;"> 309 </td> <td style="text-align:right;"> 7.06 </td> <td style="text-align:right;"> 14.68 </td> <td style="text-align:right;"> 22.29 </td> <td style="text-align:left;"> A-42 </td> </tr> <tr> <td style="text-align:right;"> -70.33 </td> <td style="text-align:right;"> -26.88 </td> <td style="text-align:right;"> 2.74 </td> <td style="text-align:right;"> 0.82 </td> <td style="text-align:right;"> 1156 </td> <td style="text-align:right;"> 7.12 </td> <td style="text-align:right;"> 14.38 </td> <td style="text-align:right;"> 21.64 </td> <td style="text-align:left;"> A-43 </td> </tr> <tr> <td style="text-align:right;"> -68.72 </td> <td style="text-align:right;"> -26.83 </td> <td style="text-align:right;"> 73.02 </td> <td style="text-align:right;"> 0.10 </td> <td style="text-align:right;"> 4813 </td> <td style="text-align:right;"> -6.96 </td> <td style="text-align:right;"> -1.54 </td> <td style="text-align:right;"> 3.88 </td> <td style="text-align:left;"> A-44 </td> </tr> <tr> <td style="text-align:right;"> -68.28 </td> <td style="text-align:right;"> -24.23 </td> <td style="text-align:right;"> 34.37 </td> <td style="text-align:right;"> 0.68 </td> <td style="text-align:right;"> 3284 </td> <td style="text-align:right;"> 3.97 </td> <td style="text-align:right;"> 11.16 </td> <td style="text-align:right;"> 18.36 </td> <td style="text-align:left;"> A-45 </td> </tr> <tr> <td style="text-align:right;"> -68.88 </td> <td style="text-align:right;"> -21.92 </td> <td style="text-align:right;"> 32.50 </td> <td style="text-align:right;"> 0.47 </td> <td style="text-align:right;"> 3802 </td> <td style="text-align:right;"> -1.07 </td> <td style="text-align:right;"> 6.35 </td> <td style="text-align:right;"> 13.76 </td> <td style="text-align:left;"> A-46 </td> </tr> <tr> <td style="text-align:right;"> -71.12 </td> <td style="text-align:right;"> -31.52 </td> <td style="text-align:right;"> 188.57 </td> <td style="text-align:right;"> 2.41 </td> <td style="text-align:right;"> 1037 </td> <td style="text-align:right;"> 7.66 </td> <td style="text-align:right;"> 14.29 </td> <td style="text-align:right;"> 20.92 </td> <td style="text-align:left;"> A-47 </td> </tr> <tr> <td style="text-align:right;"> -70.08 </td> <td style="text-align:right;"> -25.18 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.53 </td> <td style="text-align:right;"> 1618 </td> <td style="text-align:right;"> 6.93 </td> <td style="text-align:right;"> 15.18 </td> <td style="text-align:right;"> 23.43 </td> <td style="text-align:left;"> A-48 </td> </tr> <tr> <td style="text-align:right;"> -69.72 </td> <td style="text-align:right;"> -19.32 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.48 </td> <td style="text-align:right;"> 1408 </td> <td style="text-align:right;"> 7.18 </td> <td style="text-align:right;"> 16.30 </td> <td style="text-align:right;"> 25.42 </td> <td style="text-align:left;"> A-49 </td> </tr> <tr> <td style="text-align:right;"> -71.28 </td> <td style="text-align:right;"> -34.58 </td> <td style="text-align:right;"> 540.77 </td> <td style="text-align:right;"> 7.64 </td> <td style="text-align:right;"> 477 </td> <td style="text-align:right;"> 7.32 </td> <td style="text-align:right;"> 13.83 </td> <td style="text-align:right;"> 20.33 </td> <td style="text-align:left;"> A-50 </td> </tr> <tr> <td style="text-align:right;"> -71.62 </td> <td style="text-align:right;"> -31.12 </td> <td style="text-align:right;"> 113.63 </td> <td style="text-align:right;"> 3.24 </td> <td style="text-align:right;"> 222 </td> <td style="text-align:right;"> 10.68 </td> <td style="text-align:right;"> 15.96 </td> <td style="text-align:right;"> 21.23 </td> <td style="text-align:left;"> A-51 </td> </tr> <tr> <td style="text-align:right;"> -69.97 </td> <td style="text-align:right;"> -18.42 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.14 </td> <td style="text-align:right;"> 1393 </td> <td style="text-align:right;"> 10.96 </td> <td style="text-align:right;"> 16.01 </td> <td style="text-align:right;"> 21.07 </td> <td style="text-align:left;"> A-52 </td> </tr> <tr> <td style="text-align:right;"> -69.47 </td> <td style="text-align:right;"> -27.27 </td> <td style="text-align:right;"> 15.83 </td> <td style="text-align:right;"> 1.15 </td> <td style="text-align:right;"> 3592 </td> <td style="text-align:right;"> -0.92 </td> <td style="text-align:right;"> 4.42 </td> <td style="text-align:right;"> 9.76 </td> <td style="text-align:left;"> A-53 </td> </tr> <tr> <td style="text-align:right;"> -72.33 </td> <td style="text-align:right;"> -44.58 </td> <td style="text-align:right;"> 2806.71 </td> <td style="text-align:right;"> 3.08 </td> <td style="text-align:right;"> 893 </td> <td style="text-align:right;"> -0.03 </td> <td style="text-align:right;"> 4.60 </td> <td style="text-align:right;"> 9.22 </td> <td style="text-align:left;"> A-54 </td> </tr> <tr> <td style="text-align:right;"> -69.83 </td> <td style="text-align:right;"> -25.88 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.03 </td> <td style="text-align:right;"> 1572 </td> <td style="text-align:right;"> 6.62 </td> <td style="text-align:right;"> 15.04 </td> <td style="text-align:right;"> 23.46 </td> <td style="text-align:left;"> A-55 </td> </tr> <tr> <td style="text-align:right;"> -69.67 </td> <td style="text-align:right;"> -27.83 </td> <td style="text-align:right;"> 39.42 </td> <td style="text-align:right;"> 0.72 </td> <td style="text-align:right;"> 4033 </td> <td style="text-align:right;"> -0.86 </td> <td style="text-align:right;"> 5.02 </td> <td style="text-align:right;"> 10.90 </td> <td style="text-align:left;"> A-56 </td> </tr> <tr> <td style="text-align:right;"> -69.88 </td> <td style="text-align:right;"> -18.77 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.82 </td> <td style="text-align:right;"> 1629 </td> <td style="text-align:right;"> 8.55 </td> <td style="text-align:right;"> 15.08 </td> <td style="text-align:right;"> 21.62 </td> <td style="text-align:left;"> A-57 </td> </tr> <tr> <td style="text-align:right;"> -68.03 </td> <td style="text-align:right;"> -23.18 </td> <td style="text-align:right;"> 21.82 </td> <td style="text-align:right;"> 0.51 </td> <td style="text-align:right;"> 2432 </td> <td style="text-align:right;"> 8.29 </td> <td style="text-align:right;"> 16.56 </td> <td style="text-align:right;"> 24.82 </td> <td style="text-align:left;"> A-58 </td> </tr> <tr> <td style="text-align:right;"> -71.72 </td> <td style="text-align:right;"> -34.53 </td> <td style="text-align:right;"> 546.35 </td> <td style="text-align:right;"> 5.50 </td> <td style="text-align:right;"> 232 </td> <td style="text-align:right;"> 7.30 </td> <td style="text-align:right;"> 13.78 </td> <td style="text-align:right;"> 20.27 </td> <td style="text-align:left;"> A-59 </td> </tr> <tr> <td style="text-align:right;"> -70.83 </td> <td style="text-align:right;"> -35.67 </td> <td style="text-align:right;"> 1546.12 </td> <td style="text-align:right;"> 0.04 </td> <td style="text-align:right;"> 2347 </td> <td style="text-align:right;"> 1.51 </td> <td style="text-align:right;"> 6.36 </td> <td style="text-align:right;"> 11.21 </td> <td style="text-align:left;"> A-60 </td> </tr> <tr> <td style="text-align:right;"> -71.22 </td> <td style="text-align:right;"> -30.38 </td> <td style="text-align:right;"> 71.92 </td> <td style="text-align:right;"> 2.79 </td> <td style="text-align:right;"> 484 </td> <td style="text-align:right;"> 7.95 </td> <td style="text-align:right;"> 14.62 </td> <td style="text-align:right;"> 21.30 </td> <td style="text-align:left;"> A-61 </td> </tr> <tr> <td style="text-align:right;"> -71.08 </td> <td style="text-align:right;"> -34.28 </td> <td style="text-align:right;"> 438.42 </td> <td style="text-align:right;"> 6.79 </td> <td style="text-align:right;"> 258 </td> <td style="text-align:right;"> 6.56 </td> <td style="text-align:right;"> 14.51 </td> <td style="text-align:right;"> 22.45 </td> <td style="text-align:left;"> A-62 </td> </tr> <tr> <td style="text-align:right;"> -73.83 </td> <td style="text-align:right;"> -49.23 </td> <td style="text-align:right;"> 3810.26 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 770 </td> <td style="text-align:right;"> 0.40 </td> <td style="text-align:right;"> 3.24 </td> <td style="text-align:right;"> 6.09 </td> <td style="text-align:left;"> A-63 </td> </tr> <tr> <td style="text-align:right;"> -70.78 </td> <td style="text-align:right;"> -34.73 </td> <td style="text-align:right;"> 844.25 </td> <td style="text-align:right;"> 6.07 </td> <td style="text-align:right;"> 699 </td> <td style="text-align:right;"> 6.59 </td> <td style="text-align:right;"> 12.94 </td> <td style="text-align:right;"> 19.29 </td> <td style="text-align:left;"> A-64 </td> </tr> <tr> <td style="text-align:right;"> -73.03 </td> <td style="text-align:right;"> -47.38 </td> <td style="text-align:right;"> 1522.99 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1493 </td> <td style="text-align:right;"> -4.29 </td> <td style="text-align:right;"> 1.65 </td> <td style="text-align:right;"> 7.60 </td> <td style="text-align:left;"> A-65 </td> </tr> <tr> <td style="text-align:right;"> -71.38 </td> <td style="text-align:right;"> -34.17 </td> <td style="text-align:right;"> 456.73 </td> <td style="text-align:right;"> 5.43 </td> <td style="text-align:right;"> 127 </td> <td style="text-align:right;"> 6.78 </td> <td style="text-align:right;"> 14.64 </td> <td style="text-align:right;"> 22.50 </td> <td style="text-align:left;"> A-66 </td> </tr> <tr> <td style="text-align:right;"> -71.83 </td> <td style="text-align:right;"> -38.73 </td> <td style="text-align:right;"> 2640.29 </td> <td style="text-align:right;"> 9.65 </td> <td style="text-align:right;"> 1084 </td> <td style="text-align:right;"> 0.59 </td> <td style="text-align:right;"> 6.30 </td> <td style="text-align:right;"> 12.00 </td> <td style="text-align:left;"> A-67 </td> </tr> <tr> <td style="text-align:right;"> -74.17 </td> <td style="text-align:right;"> -42.98 </td> <td style="text-align:right;"> 1859.75 </td> <td style="text-align:right;"> 9.75 </td> <td style="text-align:right;"> 21 </td> <td style="text-align:right;"> 6.46 </td> <td style="text-align:right;"> 10.59 </td> <td style="text-align:right;"> 14.73 </td> <td style="text-align:left;"> A-68 </td> </tr> <tr> <td style="text-align:right;"> -73.92 </td> <td style="text-align:right;"> -48.98 </td> <td style="text-align:right;"> 3564.54 </td> <td style="text-align:right;"> 1.63 </td> <td style="text-align:right;"> 240 </td> <td style="text-align:right;"> 3.19 </td> <td style="text-align:right;"> 5.93 </td> <td style="text-align:right;"> 8.67 </td> <td style="text-align:left;"> A-69 </td> </tr> <tr> <td style="text-align:right;"> -71.28 </td> <td style="text-align:right;"> -37.42 </td> <td style="text-align:right;"> 1519.89 </td> <td style="text-align:right;"> 0.65 </td> <td style="text-align:right;"> 1518 </td> <td style="text-align:right;"> 2.70 </td> <td style="text-align:right;"> 9.02 </td> <td style="text-align:right;"> 15.34 </td> <td style="text-align:left;"> A-70 </td> </tr> <tr> <td style="text-align:right;"> -69.72 </td> <td style="text-align:right;"> -20.08 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.85 </td> <td style="text-align:right;"> 1084 </td> <td style="text-align:right;"> 4.79 </td> <td style="text-align:right;"> 16.11 </td> <td style="text-align:right;"> 27.43 </td> <td style="text-align:left;"> A-71 </td> </tr> <tr> <td style="text-align:right;"> -72.67 </td> <td style="text-align:right;"> -44.17 </td> <td style="text-align:right;"> 4232.27 </td> <td style="text-align:right;"> 0.89 </td> <td style="text-align:right;"> 1290 </td> <td style="text-align:right;"> -0.89 </td> <td style="text-align:right;"> 4.16 </td> <td style="text-align:right;"> 9.21 </td> <td style="text-align:left;"> A-72 </td> </tr> <tr> <td style="text-align:right;"> -71.78 </td> <td style="text-align:right;"> -38.12 </td> <td style="text-align:right;"> 2518.91 </td> <td style="text-align:right;"> 9.41 </td> <td style="text-align:right;"> 1082 </td> <td style="text-align:right;"> 3.18 </td> <td style="text-align:right;"> 8.80 </td> <td style="text-align:right;"> 14.42 </td> <td style="text-align:left;"> A-73 </td> </tr> <tr> <td style="text-align:right;"> -70.53 </td> <td style="text-align:right;"> -27.02 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.95 </td> <td style="text-align:right;"> 1001 </td> <td style="text-align:right;"> 7.27 </td> <td style="text-align:right;"> 13.22 </td> <td style="text-align:right;"> 19.18 </td> <td style="text-align:left;"> A-74 </td> </tr> <tr> <td style="text-align:right;"> -71.88 </td> <td style="text-align:right;"> -45.42 </td> <td style="text-align:right;"> 940.94 </td> <td style="text-align:right;"> 0.34 </td> <td style="text-align:right;"> 1459 </td> <td style="text-align:right;"> -2.58 </td> <td style="text-align:right;"> 3.19 </td> <td style="text-align:right;"> 8.96 </td> <td style="text-align:left;"> A-75 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -18.12 </td> <td style="text-align:right;"> 434.20 </td> <td style="text-align:right;"> 0.29 </td> <td style="text-align:right;"> 4711 </td> <td style="text-align:right;"> -7.32 </td> <td style="text-align:right;"> 1.25 </td> <td style="text-align:right;"> 9.81 </td> <td style="text-align:left;"> A-76 </td> </tr> <tr> <td style="text-align:right;"> -68.42 </td> <td style="text-align:right;"> -23.77 </td> <td style="text-align:right;"> 6.14 </td> <td style="text-align:right;"> 0.65 </td> <td style="text-align:right;"> 2491 </td> <td style="text-align:right;"> 4.94 </td> <td style="text-align:right;"> 14.55 </td> <td style="text-align:right;"> 24.17 </td> <td style="text-align:left;"> A-77 </td> </tr> <tr> <td style="text-align:right;"> -68.38 </td> <td style="text-align:right;"> -22.98 </td> <td style="text-align:right;"> 13.62 </td> <td style="text-align:right;"> 0.79 </td> <td style="text-align:right;"> 2410 </td> <td style="text-align:right;"> 5.48 </td> <td style="text-align:right;"> 15.04 </td> <td style="text-align:right;"> 24.60 </td> <td style="text-align:left;"> A-78 </td> </tr> <tr> <td style="text-align:right;"> -68.78 </td> <td style="text-align:right;"> -23.02 </td> <td style="text-align:right;"> 14.20 </td> <td style="text-align:right;"> 0.93 </td> <td style="text-align:right;"> 3054 </td> <td style="text-align:right;"> -0.19 </td> <td style="text-align:right;"> 8.60 </td> <td style="text-align:right;"> 17.38 </td> <td style="text-align:left;"> A-79 </td> </tr> <tr> <td style="text-align:right;"> -70.67 </td> <td style="text-align:right;"> -27.33 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.72 </td> <td style="text-align:right;"> 199 </td> <td style="text-align:right;"> 9.79 </td> <td style="text-align:right;"> 15.89 </td> <td style="text-align:right;"> 21.99 </td> <td style="text-align:left;"> A-80 </td> </tr> <tr> <td style="text-align:right;"> -70.97 </td> <td style="text-align:right;"> -32.52 </td> <td style="text-align:right;"> 242.00 </td> <td style="text-align:right;"> 5.52 </td> <td style="text-align:right;"> 889 </td> <td style="text-align:right;"> 7.11 </td> <td style="text-align:right;"> 14.05 </td> <td style="text-align:right;"> 20.98 </td> <td style="text-align:left;"> A-81 </td> </tr> <tr> <td style="text-align:right;"> -73.12 </td> <td style="text-align:right;"> -51.98 </td> <td style="text-align:right;"> 2013.42 </td> <td style="text-align:right;"> 5.25 </td> <td style="text-align:right;"> 51 </td> <td style="text-align:right;"> 3.82 </td> <td style="text-align:right;"> 6.86 </td> <td style="text-align:right;"> 9.89 </td> <td style="text-align:left;"> A-82 </td> </tr> <tr> <td style="text-align:right;"> -69.33 </td> <td style="text-align:right;"> -21.23 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.91 </td> <td style="text-align:right;"> 1143 </td> <td style="text-align:right;"> 7.92 </td> <td style="text-align:right;"> 17.47 </td> <td style="text-align:right;"> 27.01 </td> <td style="text-align:left;"> A-83 </td> </tr> <tr> <td style="text-align:right;"> -74.78 </td> <td style="text-align:right;"> -50.77 </td> <td style="text-align:right;"> 2893.06 </td> <td style="text-align:right;"> 5.24 </td> <td style="text-align:right;"> 148 </td> <td style="text-align:right;"> 1.33 </td> <td style="text-align:right;"> 5.04 </td> <td style="text-align:right;"> 8.74 </td> <td style="text-align:left;"> A-84 </td> </tr> <tr> <td style="text-align:right;"> -70.33 </td> <td style="text-align:right;"> -52.23 </td> <td style="text-align:right;"> 173.61 </td> <td style="text-align:right;"> 5.53 </td> <td style="text-align:right;"> 155 </td> <td style="text-align:right;"> 0.90 </td> <td style="text-align:right;"> 6.13 </td> <td style="text-align:right;"> 11.35 </td> <td style="text-align:left;"> A-85 </td> </tr> <tr> <td style="text-align:right;"> -73.47 </td> <td style="text-align:right;"> -52.68 </td> <td style="text-align:right;"> 2417.77 </td> <td style="text-align:right;"> 4.73 </td> <td style="text-align:right;"> 112 </td> <td style="text-align:right;"> 2.20 </td> <td style="text-align:right;"> 5.22 </td> <td style="text-align:right;"> 8.24 </td> <td style="text-align:left;"> A-86 </td> </tr> <tr> <td style="text-align:right;"> -70.38 </td> <td style="text-align:right;"> -34.03 </td> <td style="text-align:right;"> 1012.40 </td> <td style="text-align:right;"> 0.35 </td> <td style="text-align:right;"> 3210 </td> <td style="text-align:right;"> 1.13 </td> <td style="text-align:right;"> 4.80 </td> <td style="text-align:right;"> 8.47 </td> <td style="text-align:left;"> A-87 </td> </tr> <tr> <td style="text-align:right;"> -70.67 </td> <td style="text-align:right;"> -35.88 </td> <td style="text-align:right;"> 1021.37 </td> <td style="text-align:right;"> 2.26 </td> <td style="text-align:right;"> 1371 </td> <td style="text-align:right;"> 3.11 </td> <td style="text-align:right;"> 9.42 </td> <td style="text-align:right;"> 15.74 </td> <td style="text-align:left;"> A-88 </td> </tr> <tr> <td style="text-align:right;"> -69.62 </td> <td style="text-align:right;"> -19.88 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.74 </td> <td style="text-align:right;"> 1282 </td> <td style="text-align:right;"> 7.42 </td> <td style="text-align:right;"> 17.14 </td> <td style="text-align:right;"> 26.86 </td> <td style="text-align:left;"> A-89 </td> </tr> <tr> <td style="text-align:right;"> -72.33 </td> <td style="text-align:right;"> -41.28 </td> <td style="text-align:right;"> 2762.81 </td> <td style="text-align:right;"> 9.79 </td> <td style="text-align:right;"> 766 </td> <td style="text-align:right;"> 2.56 </td> <td style="text-align:right;"> 7.59 </td> <td style="text-align:right;"> 12.62 </td> <td style="text-align:left;"> A-90 </td> </tr> <tr> <td style="text-align:right;"> -69.22 </td> <td style="text-align:right;"> -20.38 </td> <td style="text-align:right;"> 2.41 </td> <td style="text-align:right;"> 0.65 </td> <td style="text-align:right;"> 2383 </td> <td style="text-align:right;"> 6.70 </td> <td style="text-align:right;"> 14.56 </td> <td style="text-align:right;"> 22.43 </td> <td style="text-align:left;"> A-91 </td> </tr> <tr> <td style="text-align:right;"> -69.92 </td> <td style="text-align:right;"> -21.18 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.03 </td> <td style="text-align:right;"> 872 </td> <td style="text-align:right;"> 8.22 </td> <td style="text-align:right;"> 14.91 </td> <td style="text-align:right;"> 21.59 </td> <td style="text-align:left;"> A-92 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -52.77 </td> <td style="text-align:right;"> 281.66 </td> <td style="text-align:right;"> 5.85 </td> <td style="text-align:right;"> 44 </td> <td style="text-align:right;"> 2.42 </td> <td style="text-align:right;"> 6.80 </td> <td style="text-align:right;"> 11.18 </td> <td style="text-align:left;"> A-93 </td> </tr> <tr> <td style="text-align:right;"> -73.03 </td> <td style="text-align:right;"> -37.17 </td> <td style="text-align:right;"> 1526.42 </td> <td style="text-align:right;"> 10.54 </td> <td style="text-align:right;"> 375 </td> <td style="text-align:right;"> 6.06 </td> <td style="text-align:right;"> 12.81 </td> <td style="text-align:right;"> 19.57 </td> <td style="text-align:left;"> A-94 </td> </tr> <tr> <td style="text-align:right;"> -73.47 </td> <td style="text-align:right;"> -41.78 </td> <td style="text-align:right;"> 1588.68 </td> <td style="text-align:right;"> 9.80 </td> <td style="text-align:right;"> 67 </td> <td style="text-align:right;"> 6.46 </td> <td style="text-align:right;"> 10.92 </td> <td style="text-align:right;"> 15.39 </td> <td style="text-align:left;"> A-95 </td> </tr> <tr> <td style="text-align:right;"> -68.62 </td> <td style="text-align:right;"> -19.38 </td> <td style="text-align:right;"> 166.84 </td> <td style="text-align:right;"> 1.00 </td> <td style="text-align:right;"> 3749 </td> <td style="text-align:right;"> -1.72 </td> <td style="text-align:right;"> 7.09 </td> <td style="text-align:right;"> 15.90 </td> <td style="text-align:left;"> A-96 </td> </tr> <tr> <td style="text-align:right;"> -72.42 </td> <td style="text-align:right;"> -35.78 </td> <td style="text-align:right;"> 982.00 </td> <td style="text-align:right;"> 9.85 </td> <td style="text-align:right;"> 509 </td> <td style="text-align:right;"> 8.06 </td> <td style="text-align:right;"> 12.66 </td> <td style="text-align:right;"> 17.25 </td> <td style="text-align:left;"> A-97 </td> </tr> <tr> <td style="text-align:right;"> -71.12 </td> <td style="text-align:right;"> -29.33 </td> <td style="text-align:right;"> 14.57 </td> <td style="text-align:right;"> 1.85 </td> <td style="text-align:right;"> 425 </td> <td style="text-align:right;"> 9.28 </td> <td style="text-align:right;"> 14.73 </td> <td style="text-align:right;"> 20.18 </td> <td style="text-align:left;"> A-98 </td> </tr> <tr> <td style="text-align:right;"> -71.28 </td> <td style="text-align:right;"> -29.48 </td> <td style="text-align:right;"> 28.74 </td> <td style="text-align:right;"> 2.87 </td> <td style="text-align:right;"> 335 </td> <td style="text-align:right;"> 8.69 </td> <td style="text-align:right;"> 13.46 </td> <td style="text-align:right;"> 18.22 </td> <td style="text-align:left;"> A-99 </td> </tr> <tr> <td style="text-align:right;"> -70.72 </td> <td style="text-align:right;"> -34.88 </td> <td style="text-align:right;"> 1257.95 </td> <td style="text-align:right;"> 1.32 </td> <td style="text-align:right;"> 2374 </td> <td style="text-align:right;"> 5.26 </td> <td style="text-align:right;"> 8.90 </td> <td style="text-align:right;"> 12.54 </td> <td style="text-align:left;"> A-100 </td> </tr> <tr> <td style="text-align:right;"> -73.17 </td> <td style="text-align:right;"> -41.03 </td> <td style="text-align:right;"> 1463.05 </td> <td style="text-align:right;"> 9.16 </td> <td style="text-align:right;"> 117 </td> <td style="text-align:right;"> 6.16 </td> <td style="text-align:right;"> 11.51 </td> <td style="text-align:right;"> 16.86 </td> <td style="text-align:left;"> A-101 </td> </tr> <tr> <td style="text-align:right;"> -69.92 </td> <td style="text-align:right;"> -19.38 </td> <td style="text-align:right;"> 0.77 </td> <td style="text-align:right;"> 0.74 </td> <td style="text-align:right;"> 1245 </td> <td style="text-align:right;"> 7.53 </td> <td style="text-align:right;"> 15.40 </td> <td style="text-align:right;"> 23.28 </td> <td style="text-align:left;"> A-102 </td> </tr> <tr> <td style="text-align:right;"> -70.38 </td> <td style="text-align:right;"> -35.73 </td> <td style="text-align:right;"> 942.63 </td> <td style="text-align:right;"> 0.08 </td> <td style="text-align:right;"> 2676 </td> <td style="text-align:right;"> 0.87 </td> <td style="text-align:right;"> 5.92 </td> <td style="text-align:right;"> 10.96 </td> <td style="text-align:left;"> A-103 </td> </tr> <tr> <td style="text-align:right;"> -69.33 </td> <td style="text-align:right;"> -23.68 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.70 </td> <td style="text-align:right;"> 2060 </td> <td style="text-align:right;"> 3.25 </td> <td style="text-align:right;"> 14.42 </td> <td style="text-align:right;"> 25.60 </td> <td style="text-align:left;"> A-104 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -21.42 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.94 </td> <td style="text-align:right;"> 875 </td> <td style="text-align:right;"> 5.74 </td> <td style="text-align:right;"> 17.44 </td> <td style="text-align:right;"> 29.14 </td> <td style="text-align:left;"> A-105 </td> </tr> <tr> <td style="text-align:right;"> -69.72 </td> <td style="text-align:right;"> -19.48 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.82 </td> <td style="text-align:right;"> 1517 </td> <td style="text-align:right;"> 6.14 </td> <td style="text-align:right;"> 15.89 </td> <td style="text-align:right;"> 25.64 </td> <td style="text-align:left;"> A-106 </td> </tr> <tr> <td style="text-align:right;"> -69.33 </td> <td style="text-align:right;"> -19.92 </td> <td style="text-align:right;"> 5.05 </td> <td style="text-align:right;"> 0.81 </td> <td style="text-align:right;"> 2413 </td> <td style="text-align:right;"> 6.70 </td> <td style="text-align:right;"> 13.38 </td> <td style="text-align:right;"> 20.07 </td> <td style="text-align:left;"> A-107 </td> </tr> <tr> <td style="text-align:right;"> -70.62 </td> <td style="text-align:right;"> -25.73 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.01 </td> <td style="text-align:right;"> 601 </td> <td style="text-align:right;"> 11.68 </td> <td style="text-align:right;"> 13.99 </td> <td style="text-align:right;"> 16.29 </td> <td style="text-align:left;"> A-108 </td> </tr> <tr> <td style="text-align:right;"> -70.12 </td> <td style="text-align:right;"> -24.23 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.22 </td> <td style="text-align:right;"> 1331 </td> <td style="text-align:right;"> 8.08 </td> <td style="text-align:right;"> 15.88 </td> <td style="text-align:right;"> 23.68 </td> <td style="text-align:left;"> A-109 </td> </tr> <tr> <td style="text-align:right;"> -68.62 </td> <td style="text-align:right;"> -26.62 </td> <td style="text-align:right;"> 71.27 </td> <td style="text-align:right;"> 0.21 </td> <td style="text-align:right;"> 4756 </td> <td style="text-align:right;"> -6.93 </td> <td style="text-align:right;"> -0.87 </td> <td style="text-align:right;"> 5.20 </td> <td style="text-align:left;"> A-110 </td> </tr> <tr> <td style="text-align:right;"> -71.62 </td> <td style="text-align:right;"> -30.62 </td> <td style="text-align:right;"> 78.25 </td> <td style="text-align:right;"> 3.83 </td> <td style="text-align:right;"> 477 </td> <td style="text-align:right;"> 7.58 </td> <td style="text-align:right;"> 13.97 </td> <td style="text-align:right;"> 20.37 </td> <td style="text-align:left;"> A-111 </td> </tr> <tr> <td style="text-align:right;"> -71.03 </td> <td style="text-align:right;"> -32.27 </td> <td style="text-align:right;"> 205.57 </td> <td style="text-align:right;"> 3.62 </td> <td style="text-align:right;"> 960 </td> <td style="text-align:right;"> 7.28 </td> <td style="text-align:right;"> 14.22 </td> <td style="text-align:right;"> 21.16 </td> <td style="text-align:left;"> A-112 </td> </tr> <tr> <td style="text-align:right;"> -74.38 </td> <td style="text-align:right;"> -50.88 </td> <td style="text-align:right;"> 3154.98 </td> <td style="text-align:right;"> 1.01 </td> <td style="text-align:right;"> 25 </td> <td style="text-align:right;"> 2.72 </td> <td style="text-align:right;"> 6.69 </td> <td style="text-align:right;"> 10.65 </td> <td style="text-align:left;"> A-113 </td> </tr> <tr> <td style="text-align:right;"> -69.92 </td> <td style="text-align:right;"> -24.73 </td> <td style="text-align:right;"> 4.60 </td> <td style="text-align:right;"> 1.22 </td> <td style="text-align:right;"> 2106 </td> <td style="text-align:right;"> 2.42 </td> <td style="text-align:right;"> 12.52 </td> <td style="text-align:right;"> 22.63 </td> <td style="text-align:left;"> A-114 </td> </tr> <tr> <td style="text-align:right;"> -73.38 </td> <td style="text-align:right;"> -38.83 </td> <td style="text-align:right;"> 1135.98 </td> <td style="text-align:right;"> 7.84 </td> <td style="text-align:right;"> 53 </td> <td style="text-align:right;"> 8.03 </td> <td style="text-align:right;"> 11.98 </td> <td style="text-align:right;"> 15.93 </td> <td style="text-align:left;"> A-115 </td> </tr> <tr> <td style="text-align:right;"> -70.33 </td> <td style="text-align:right;"> -28.12 </td> <td style="text-align:right;"> 8.46 </td> <td style="text-align:right;"> 1.11 </td> <td style="text-align:right;"> 2073 </td> <td style="text-align:right;"> 6.12 </td> <td style="text-align:right;"> 12.67 </td> <td style="text-align:right;"> 19.22 </td> <td style="text-align:left;"> A-116 </td> </tr> <tr> <td style="text-align:right;"> -69.78 </td> <td style="text-align:right;"> -28.02 </td> <td style="text-align:right;"> 55.06 </td> <td style="text-align:right;"> 1.46 </td> <td style="text-align:right;"> 3563 </td> <td style="text-align:right;"> 0.43 </td> <td style="text-align:right;"> 5.63 </td> <td style="text-align:right;"> 10.84 </td> <td style="text-align:left;"> A-117 </td> </tr> <tr> <td style="text-align:right;"> -68.67 </td> <td style="text-align:right;"> -20.73 </td> <td style="text-align:right;"> 111.90 </td> <td style="text-align:right;"> 0.87 </td> <td style="text-align:right;"> 3757 </td> <td style="text-align:right;"> -3.26 </td> <td style="text-align:right;"> 5.78 </td> <td style="text-align:right;"> 14.82 </td> <td style="text-align:left;"> A-118 </td> </tr> <tr> <td style="text-align:right;"> -71.47 </td> <td style="text-align:right;"> -54.48 </td> <td style="text-align:right;"> 1264.01 </td> <td style="text-align:right;"> 0.97 </td> <td style="text-align:right;"> 425 </td> <td style="text-align:right;"> 0.03 </td> <td style="text-align:right;"> 2.94 </td> <td style="text-align:right;"> 5.85 </td> <td style="text-align:left;"> A-119 </td> </tr> <tr> <td style="text-align:right;"> -70.33 </td> <td style="text-align:right;"> -18.88 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.06 </td> <td style="text-align:right;"> 836 </td> <td style="text-align:right;"> 12.00 </td> <td style="text-align:right;"> 15.81 </td> <td style="text-align:right;"> 19.61 </td> <td style="text-align:left;"> A-120 </td> </tr> <tr> <td style="text-align:right;"> -70.17 </td> <td style="text-align:right;"> -29.27 </td> <td style="text-align:right;"> 84.71 </td> <td style="text-align:right;"> 0.36 </td> <td style="text-align:right;"> 5291 </td> <td style="text-align:right;"> -4.53 </td> <td style="text-align:right;"> -1.88 </td> <td style="text-align:right;"> 0.78 </td> <td style="text-align:left;"> A-121 </td> </tr> <tr> <td style="text-align:right;"> -73.22 </td> <td style="text-align:right;"> -38.53 </td> <td style="text-align:right;"> 1497.43 </td> <td style="text-align:right;"> 9.39 </td> <td style="text-align:right;"> 696 </td> <td style="text-align:right;"> 5.37 </td> <td style="text-align:right;"> 10.16 </td> <td style="text-align:right;"> 14.95 </td> <td style="text-align:left;"> A-122 </td> </tr> <tr> <td style="text-align:right;"> -70.47 </td> <td style="text-align:right;"> -28.73 </td> <td style="text-align:right;"> 24.95 </td> <td style="text-align:right;"> 1.32 </td> <td style="text-align:right;"> 1143 </td> <td style="text-align:right;"> 7.57 </td> <td style="text-align:right;"> 15.80 </td> <td style="text-align:right;"> 24.03 </td> <td style="text-align:left;"> A-123 </td> </tr> <tr> <td style="text-align:right;"> -71.92 </td> <td style="text-align:right;"> -53.98 </td> <td style="text-align:right;"> 1242.21 </td> <td style="text-align:right;"> 0.34 </td> <td style="text-align:right;"> 597 </td> <td style="text-align:right;"> -0.23 </td> <td style="text-align:right;"> 3.06 </td> <td style="text-align:right;"> 6.36 </td> <td style="text-align:left;"> A-124 </td> </tr> <tr> <td style="text-align:right;"> -70.22 </td> <td style="text-align:right;"> -26.08 </td> <td style="text-align:right;"> 1.20 </td> <td style="text-align:right;"> 1.81 </td> <td style="text-align:right;"> 799 </td> <td style="text-align:right;"> 6.40 </td> <td style="text-align:right;"> 15.21 </td> <td style="text-align:right;"> 24.02 </td> <td style="text-align:left;"> A-125 </td> </tr> <tr> <td style="text-align:right;"> -71.72 </td> <td style="text-align:right;"> -37.23 </td> <td style="text-align:right;"> 1635.76 </td> <td style="text-align:right;"> 9.79 </td> <td style="text-align:right;"> 1101 </td> <td style="text-align:right;"> 4.99 </td> <td style="text-align:right;"> 10.74 </td> <td style="text-align:right;"> 16.49 </td> <td style="text-align:left;"> A-126 </td> </tr> <tr> <td style="text-align:right;"> -68.62 </td> <td style="text-align:right;"> -19.27 </td> <td style="text-align:right;"> 149.46 </td> <td style="text-align:right;"> 0.83 </td> <td style="text-align:right;"> 3720 </td> <td style="text-align:right;"> -1.76 </td> <td style="text-align:right;"> 7.46 </td> <td style="text-align:right;"> 16.69 </td> <td style="text-align:left;"> A-127 </td> </tr> <tr> <td style="text-align:right;"> -69.83 </td> <td style="text-align:right;"> -23.92 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.03 </td> <td style="text-align:right;"> 864 </td> <td style="text-align:right;"> 6.20 </td> <td style="text-align:right;"> 16.82 </td> <td style="text-align:right;"> 27.44 </td> <td style="text-align:left;"> A-128 </td> </tr> <tr> <td style="text-align:right;"> -69.38 </td> <td style="text-align:right;"> -27.18 </td> <td style="text-align:right;"> 14.80 </td> <td style="text-align:right;"> 1.24 </td> <td style="text-align:right;"> 4230 </td> <td style="text-align:right;"> -3.79 </td> <td style="text-align:right;"> 2.00 </td> <td style="text-align:right;"> 7.80 </td> <td style="text-align:left;"> A-129 </td> </tr> <tr> <td style="text-align:right;"> -71.83 </td> <td style="text-align:right;"> -54.52 </td> <td style="text-align:right;"> 1732.81 </td> <td style="text-align:right;"> 1.10 </td> <td style="text-align:right;"> 107 </td> <td style="text-align:right;"> 1.56 </td> <td style="text-align:right;"> 4.38 </td> <td style="text-align:right;"> 7.21 </td> <td style="text-align:left;"> A-130 </td> </tr> <tr> <td style="text-align:right;"> -69.88 </td> <td style="text-align:right;"> -23.58 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.97 </td> <td style="text-align:right;"> 697 </td> <td style="text-align:right;"> 6.52 </td> <td style="text-align:right;"> 16.74 </td> <td style="text-align:right;"> 26.97 </td> <td style="text-align:left;"> A-131 </td> </tr> <tr> <td style="text-align:right;"> -70.03 </td> <td style="text-align:right;"> -28.73 </td> <td style="text-align:right;"> 73.94 </td> <td style="text-align:right;"> 1.54 </td> <td style="text-align:right;"> 3775 </td> <td style="text-align:right;"> 0.32 </td> <td style="text-align:right;"> 4.35 </td> <td style="text-align:right;"> 8.38 </td> <td style="text-align:left;"> A-132 </td> </tr> <tr> <td style="text-align:right;"> -70.03 </td> <td style="text-align:right;"> -27.18 </td> <td style="text-align:right;"> 3.66 </td> <td style="text-align:right;"> 0.63 </td> <td style="text-align:right;"> 1388 </td> <td style="text-align:right;"> 7.72 </td> <td style="text-align:right;"> 15.99 </td> <td style="text-align:right;"> 24.25 </td> <td style="text-align:left;"> A-133 </td> </tr> <tr> <td style="text-align:right;"> -69.42 </td> <td style="text-align:right;"> -25.77 </td> <td style="text-align:right;"> 1.71 </td> <td style="text-align:right;"> 1.22 </td> <td style="text-align:right;"> 2744 </td> <td style="text-align:right;"> 3.82 </td> <td style="text-align:right;"> 11.41 </td> <td style="text-align:right;"> 19.01 </td> <td style="text-align:left;"> A-134 </td> </tr> <tr> <td style="text-align:right;"> -70.12 </td> <td style="text-align:right;"> -29.42 </td> <td style="text-align:right;"> 37.90 </td> <td style="text-align:right;"> 1.29 </td> <td style="text-align:right;"> 3598 </td> <td style="text-align:right;"> -1.13 </td> <td style="text-align:right;"> 2.99 </td> <td style="text-align:right;"> 7.12 </td> <td style="text-align:left;"> A-135 </td> </tr> <tr> <td style="text-align:right;"> -71.22 </td> <td style="text-align:right;"> -35.03 </td> <td style="text-align:right;"> 579.27 </td> <td style="text-align:right;"> 7.11 </td> <td style="text-align:right;"> 226 </td> <td style="text-align:right;"> 6.43 </td> <td style="text-align:right;"> 14.46 </td> <td style="text-align:right;"> 22.49 </td> <td style="text-align:left;"> A-136 </td> </tr> <tr> <td style="text-align:right;"> -71.28 </td> <td style="text-align:right;"> -35.48 </td> <td style="text-align:right;"> 859.35 </td> <td style="text-align:right;"> 8.77 </td> <td style="text-align:right;"> 409 </td> <td style="text-align:right;"> 6.15 </td> <td style="text-align:right;"> 13.87 </td> <td style="text-align:right;"> 21.58 </td> <td style="text-align:left;"> A-137 </td> </tr> <tr> <td style="text-align:right;"> -69.78 </td> <td style="text-align:right;"> -28.48 </td> <td style="text-align:right;"> 98.75 </td> <td style="text-align:right;"> 0.47 </td> <td style="text-align:right;"> 4478 </td> <td style="text-align:right;"> -0.80 </td> <td style="text-align:right;"> 2.56 </td> <td style="text-align:right;"> 5.91 </td> <td style="text-align:left;"> A-138 </td> </tr> <tr> <td style="text-align:right;"> -72.92 </td> <td style="text-align:right;"> -45.08 </td> <td style="text-align:right;"> 3625.12 </td> <td style="text-align:right;"> 0.15 </td> <td style="text-align:right;"> 490 </td> <td style="text-align:right;"> 2.08 </td> <td style="text-align:right;"> 6.48 </td> <td style="text-align:right;"> 10.89 </td> <td style="text-align:left;"> A-139 </td> </tr> <tr> <td style="text-align:right;"> -69.72 </td> <td style="text-align:right;"> -21.62 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.17 </td> <td style="text-align:right;"> 1185 </td> <td style="text-align:right;"> 4.87 </td> <td style="text-align:right;"> 15.60 </td> <td style="text-align:right;"> 26.33 </td> <td style="text-align:left;"> A-140 </td> </tr> <tr> <td style="text-align:right;"> -71.33 </td> <td style="text-align:right;"> -37.73 </td> <td style="text-align:right;"> 1650.14 </td> <td style="text-align:right;"> 6.44 </td> <td style="text-align:right;"> 1239 </td> <td style="text-align:right;"> 3.29 </td> <td style="text-align:right;"> 9.48 </td> <td style="text-align:right;"> 15.67 </td> <td style="text-align:left;"> A-141 </td> </tr> <tr> <td style="text-align:right;"> -74.88 </td> <td style="text-align:right;"> -50.08 </td> <td style="text-align:right;"> 2626.19 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 9 </td> <td style="text-align:right;"> 3.50 </td> <td style="text-align:right;"> 7.38 </td> <td style="text-align:right;"> 11.26 </td> <td style="text-align:left;"> A-142 </td> </tr> <tr> <td style="text-align:right;"> -70.12 </td> <td style="text-align:right;"> -33.38 </td> <td style="text-align:right;"> 362.16 </td> <td style="text-align:right;"> 1.54 </td> <td style="text-align:right;"> 2753 </td> <td style="text-align:right;"> 1.10 </td> <td style="text-align:right;"> 5.88 </td> <td style="text-align:right;"> 10.66 </td> <td style="text-align:left;"> A-143 </td> </tr> <tr> <td style="text-align:right;"> -70.67 </td> <td style="text-align:right;"> -30.73 </td> <td style="text-align:right;"> 178.70 </td> <td style="text-align:right;"> 2.63 </td> <td style="text-align:right;"> 2038 </td> <td style="text-align:right;"> 7.71 </td> <td style="text-align:right;"> 14.18 </td> <td style="text-align:right;"> 20.65 </td> <td style="text-align:left;"> A-144 </td> </tr> <tr> <td style="text-align:right;"> -69.67 </td> <td style="text-align:right;"> -24.68 </td> <td style="text-align:right;"> 5.45 </td> <td style="text-align:right;"> 1.48 </td> <td style="text-align:right;"> 1788 </td> <td style="text-align:right;"> 4.31 </td> <td style="text-align:right;"> 15.28 </td> <td style="text-align:right;"> 26.25 </td> <td style="text-align:left;"> A-145 </td> </tr> <tr> <td style="text-align:right;"> -69.42 </td> <td style="text-align:right;"> -18.58 </td> <td style="text-align:right;"> 235.97 </td> <td style="text-align:right;"> 0.98 </td> <td style="text-align:right;"> 4668 </td> <td style="text-align:right;"> -3.25 </td> <td style="text-align:right;"> 3.68 </td> <td style="text-align:right;"> 10.60 </td> <td style="text-align:left;"> A-146 </td> </tr> <tr> <td style="text-align:right;"> -72.97 </td> <td style="text-align:right;"> -37.83 </td> <td style="text-align:right;"> 1613.89 </td> <td style="text-align:right;"> 8.78 </td> <td style="text-align:right;"> 951 </td> <td style="text-align:right;"> 3.23 </td> <td style="text-align:right;"> 9.17 </td> <td style="text-align:right;"> 15.11 </td> <td style="text-align:left;"> A-147 </td> </tr> <tr> <td style="text-align:right;"> -72.88 </td> <td style="text-align:right;"> -48.38 </td> <td style="text-align:right;"> 1943.85 </td> <td style="text-align:right;"> 6.10 </td> <td style="text-align:right;"> 457 </td> <td style="text-align:right;"> 3.52 </td> <td style="text-align:right;"> 6.88 </td> <td style="text-align:right;"> 10.25 </td> <td style="text-align:left;"> A-148 </td> </tr> <tr> <td style="text-align:right;"> -68.42 </td> <td style="text-align:right;"> -23.12 </td> <td style="text-align:right;"> 20.60 </td> <td style="text-align:right;"> 1.11 </td> <td style="text-align:right;"> 2420 </td> <td style="text-align:right;"> 4.74 </td> <td style="text-align:right;"> 14.45 </td> <td style="text-align:right;"> 24.16 </td> <td style="text-align:left;"> A-149 </td> </tr> <tr> <td style="text-align:right;"> -70.17 </td> <td style="text-align:right;"> -33.42 </td> <td style="text-align:right;"> 400.53 </td> <td style="text-align:right;"> 0.27 </td> <td style="text-align:right;"> 3788 </td> <td style="text-align:right;"> 3.11 </td> <td style="text-align:right;"> 6.31 </td> <td style="text-align:right;"> 9.51 </td> <td style="text-align:left;"> A-150 </td> </tr> <tr> <td style="text-align:right;"> -73.12 </td> <td style="text-align:right;"> -38.92 </td> <td style="text-align:right;"> 1237.09 </td> <td style="text-align:right;"> 8.74 </td> <td style="text-align:right;"> 111 </td> <td style="text-align:right;"> 6.43 </td> <td style="text-align:right;"> 11.65 </td> <td style="text-align:right;"> 16.86 </td> <td style="text-align:left;"> A-151 </td> </tr> <tr> <td style="text-align:right;"> -69.47 </td> <td style="text-align:right;"> -26.92 </td> <td style="text-align:right;"> 19.85 </td> <td style="text-align:right;"> 0.19 </td> <td style="text-align:right;"> 3021 </td> <td style="text-align:right;"> 2.75 </td> <td style="text-align:right;"> 9.68 </td> <td style="text-align:right;"> 16.62 </td> <td style="text-align:left;"> A-152 </td> </tr> <tr> <td style="text-align:right;"> -71.17 </td> <td style="text-align:right;"> -34.08 </td> <td style="text-align:right;"> 487.73 </td> <td style="text-align:right;"> 5.28 </td> <td style="text-align:right;"> 175 </td> <td style="text-align:right;"> 7.15 </td> <td style="text-align:right;"> 14.32 </td> <td style="text-align:right;"> 21.49 </td> <td style="text-align:left;"> A-153 </td> </tr> <tr> <td style="text-align:right;"> -72.47 </td> <td style="text-align:right;"> -37.78 </td> <td style="text-align:right;"> 1066.75 </td> <td style="text-align:right;"> 2.96 </td> <td style="text-align:right;"> 187 </td> <td style="text-align:right;"> 6.57 </td> <td style="text-align:right;"> 13.18 </td> <td style="text-align:right;"> 19.78 </td> <td style="text-align:left;"> A-154 </td> </tr> <tr> <td style="text-align:right;"> -70.03 </td> <td style="text-align:right;"> -26.23 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.43 </td> <td style="text-align:right;"> 1023 </td> <td style="text-align:right;"> 6.27 </td> <td style="text-align:right;"> 15.75 </td> <td style="text-align:right;"> 25.23 </td> <td style="text-align:left;"> A-155 </td> </tr> <tr> <td style="text-align:right;"> -72.78 </td> <td style="text-align:right;"> -35.98 </td> <td style="text-align:right;"> 844.48 </td> <td style="text-align:right;"> 8.30 </td> <td style="text-align:right;"> 97 </td> <td style="text-align:right;"> 9.20 </td> <td style="text-align:right;"> 13.46 </td> <td style="text-align:right;"> 17.71 </td> <td style="text-align:left;"> A-156 </td> </tr> <tr> <td style="text-align:right;"> -71.62 </td> <td style="text-align:right;"> -36.67 </td> <td style="text-align:right;"> 1760.42 </td> <td style="text-align:right;"> 9.25 </td> <td style="text-align:right;"> 943 </td> <td style="text-align:right;"> 5.22 </td> <td style="text-align:right;"> 11.49 </td> <td style="text-align:right;"> 17.75 </td> <td style="text-align:left;"> A-157 </td> </tr> <tr> <td style="text-align:right;"> -71.83 </td> <td style="text-align:right;"> -39.73 </td> <td style="text-align:right;"> 2827.82 </td> <td style="text-align:right;"> 7.97 </td> <td style="text-align:right;"> 1331 </td> <td style="text-align:right;"> 3.76 </td> <td style="text-align:right;"> 9.12 </td> <td style="text-align:right;"> 14.48 </td> <td style="text-align:left;"> A-158 </td> </tr> <tr> <td style="text-align:right;"> -70.17 </td> <td style="text-align:right;"> -25.38 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.19 </td> <td style="text-align:right;"> 1503 </td> <td style="text-align:right;"> 7.85 </td> <td style="text-align:right;"> 14.52 </td> <td style="text-align:right;"> 21.19 </td> <td style="text-align:left;"> A-159 </td> </tr> <tr> <td style="text-align:right;"> -70.83 </td> <td style="text-align:right;"> -29.23 </td> <td style="text-align:right;"> 12.18 </td> <td style="text-align:right;"> 0.93 </td> <td style="text-align:right;"> 1150 </td> <td style="text-align:right;"> 8.85 </td> <td style="text-align:right;"> 16.17 </td> <td style="text-align:right;"> 23.50 </td> <td style="text-align:left;"> A-160 </td> </tr> <tr> <td style="text-align:right;"> -69.42 </td> <td style="text-align:right;"> -25.62 </td> <td style="text-align:right;"> 4.81 </td> <td style="text-align:right;"> 0.88 </td> <td style="text-align:right;"> 3097 </td> <td style="text-align:right;"> 0.87 </td> <td style="text-align:right;"> 8.36 </td> <td style="text-align:right;"> 15.85 </td> <td style="text-align:left;"> A-161 </td> </tr> <tr> <td style="text-align:right;"> -73.03 </td> <td style="text-align:right;"> -45.08 </td> <td style="text-align:right;"> 3791.88 </td> <td style="text-align:right;"> 6.92 </td> <td style="text-align:right;"> 657 </td> <td style="text-align:right;"> 0.37 </td> <td style="text-align:right;"> 5.10 </td> <td style="text-align:right;"> 9.83 </td> <td style="text-align:left;"> A-162 </td> </tr> <tr> <td style="text-align:right;"> -70.38 </td> <td style="text-align:right;"> -32.17 </td> <td style="text-align:right;"> 184.06 </td> <td style="text-align:right;"> 0.53 </td> <td style="text-align:right;"> 3362 </td> <td style="text-align:right;"> -0.47 </td> <td style="text-align:right;"> 4.13 </td> <td style="text-align:right;"> 8.73 </td> <td style="text-align:left;"> A-163 </td> </tr> <tr> <td style="text-align:right;"> -73.38 </td> <td style="text-align:right;"> -40.73 </td> <td style="text-align:right;"> 1618.28 </td> <td style="text-align:right;"> 8.99 </td> <td style="text-align:right;"> 322 </td> <td style="text-align:right;"> 5.41 </td> <td style="text-align:right;"> 10.79 </td> <td style="text-align:right;"> 16.17 </td> <td style="text-align:left;"> A-164 </td> </tr> <tr> <td style="text-align:right;"> -69.47 </td> <td style="text-align:right;"> -27.58 </td> <td style="text-align:right;"> 22.89 </td> <td style="text-align:right;"> 0.76 </td> <td style="text-align:right;"> 3124 </td> <td style="text-align:right;"> 1.91 </td> <td style="text-align:right;"> 7.66 </td> <td style="text-align:right;"> 13.42 </td> <td style="text-align:left;"> A-165 </td> </tr> <tr> <td style="text-align:right;"> -72.53 </td> <td style="text-align:right;"> -39.17 </td> <td style="text-align:right;"> 1599.05 </td> <td style="text-align:right;"> 8.93 </td> <td style="text-align:right;"> 128 </td> <td style="text-align:right;"> 5.80 </td> <td style="text-align:right;"> 12.07 </td> <td style="text-align:right;"> 18.34 </td> <td style="text-align:left;"> A-166 </td> </tr> <tr> <td style="text-align:right;"> -70.17 </td> <td style="text-align:right;"> -18.73 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.87 </td> <td style="text-align:right;"> 730 </td> <td style="text-align:right;"> 9.96 </td> <td style="text-align:right;"> 15.59 </td> <td style="text-align:right;"> 21.22 </td> <td style="text-align:left;"> A-167 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -20.73 </td> <td style="text-align:right;"> 1.01 </td> <td style="text-align:right;"> 0.58 </td> <td style="text-align:right;"> 2325 </td> <td style="text-align:right;"> 7.49 </td> <td style="text-align:right;"> 13.83 </td> <td style="text-align:right;"> 20.17 </td> <td style="text-align:left;"> A-168 </td> </tr> <tr> <td style="text-align:right;"> -70.17 </td> <td style="text-align:right;"> -18.38 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.88 </td> <td style="text-align:right;"> 627 </td> <td style="text-align:right;"> 11.74 </td> <td style="text-align:right;"> 16.48 </td> <td style="text-align:right;"> 21.22 </td> <td style="text-align:left;"> A-169 </td> </tr> <tr> <td style="text-align:right;"> -71.33 </td> <td style="text-align:right;"> -31.92 </td> <td style="text-align:right;"> 187.48 </td> <td style="text-align:right;"> 6.37 </td> <td style="text-align:right;"> 633 </td> <td style="text-align:right;"> 7.82 </td> <td style="text-align:right;"> 12.96 </td> <td style="text-align:right;"> 18.09 </td> <td style="text-align:left;"> A-170 </td> </tr> <tr> <td style="text-align:right;"> -69.33 </td> <td style="text-align:right;"> -26.92 </td> <td style="text-align:right;"> 24.58 </td> <td style="text-align:right;"> 1.43 </td> <td style="text-align:right;"> 3887 </td> <td style="text-align:right;"> -3.24 </td> <td style="text-align:right;"> 3.81 </td> <td style="text-align:right;"> 10.87 </td> <td style="text-align:left;"> A-171 </td> </tr> <tr> <td style="text-align:right;"> -74.33 </td> <td style="text-align:right;"> -45.38 </td> <td style="text-align:right;"> 2618.75 </td> <td style="text-align:right;"> 8.68 </td> <td style="text-align:right;"> 304 </td> <td style="text-align:right;"> 3.13 </td> <td style="text-align:right;"> 7.68 </td> <td style="text-align:right;"> 12.23 </td> <td style="text-align:left;"> A-172 </td> </tr> <tr> <td style="text-align:right;"> -69.58 </td> <td style="text-align:right;"> -24.32 </td> <td style="text-align:right;"> 5.14 </td> <td style="text-align:right;"> 0.77 </td> <td style="text-align:right;"> 1615 </td> <td style="text-align:right;"> 4.46 </td> <td style="text-align:right;"> 14.20 </td> <td style="text-align:right;"> 23.95 </td> <td style="text-align:left;"> A-173 </td> </tr> <tr> <td style="text-align:right;"> -71.42 </td> <td style="text-align:right;"> -28.83 </td> <td style="text-align:right;"> 12.63 </td> <td style="text-align:right;"> 1.29 </td> <td style="text-align:right;"> 53 </td> <td style="text-align:right;"> 11.89 </td> <td style="text-align:right;"> 16.42 </td> <td style="text-align:right;"> 20.95 </td> <td style="text-align:left;"> A-174 </td> </tr> <tr> <td style="text-align:right;"> -71.22 </td> <td style="text-align:right;"> -37.62 </td> <td style="text-align:right;"> 1848.96 </td> <td style="text-align:right;"> 1.68 </td> <td style="text-align:right;"> 2010 </td> <td style="text-align:right;"> -0.26 </td> <td style="text-align:right;"> 5.92 </td> <td style="text-align:right;"> 12.09 </td> <td style="text-align:left;"> A-175 </td> </tr> <tr> <td style="text-align:right;"> -70.62 </td> <td style="text-align:right;"> -26.77 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.66 </td> <td style="text-align:right;"> 568 </td> <td style="text-align:right;"> 12.14 </td> <td style="text-align:right;"> 15.09 </td> <td style="text-align:right;"> 18.05 </td> <td style="text-align:left;"> A-176 </td> </tr> <tr> <td style="text-align:right;"> -68.42 </td> <td style="text-align:right;"> -24.12 </td> <td style="text-align:right;"> 52.48 </td> <td style="text-align:right;"> 0.93 </td> <td style="text-align:right;"> 3437 </td> <td style="text-align:right;"> 0.54 </td> <td style="text-align:right;"> 8.48 </td> <td style="text-align:right;"> 16.42 </td> <td style="text-align:left;"> A-177 </td> </tr> <tr> <td style="text-align:right;"> -72.83 </td> <td style="text-align:right;"> -48.42 </td> <td style="text-align:right;"> 1576.30 </td> <td style="text-align:right;"> 4.14 </td> <td style="text-align:right;"> 578 </td> <td style="text-align:right;"> 2.59 </td> <td style="text-align:right;"> 6.05 </td> <td style="text-align:right;"> 9.52 </td> <td style="text-align:left;"> A-178 </td> </tr> <tr> <td style="text-align:right;"> -68.97 </td> <td style="text-align:right;"> -26.62 </td> <td style="text-align:right;"> 20.00 </td> <td style="text-align:right;"> 0.48 </td> <td style="text-align:right;"> 3888 </td> <td style="text-align:right;"> -2.00 </td> <td style="text-align:right;"> 6.17 </td> <td style="text-align:right;"> 14.34 </td> <td style="text-align:left;"> A-179 </td> </tr> <tr> <td style="text-align:right;"> -71.92 </td> <td style="text-align:right;"> -38.38 </td> <td style="text-align:right;"> 2085.19 </td> <td style="text-align:right;"> 8.36 </td> <td style="text-align:right;"> 642 </td> <td style="text-align:right;"> 4.38 </td> <td style="text-align:right;"> 10.27 </td> <td style="text-align:right;"> 16.16 </td> <td style="text-align:left;"> A-180 </td> </tr> <tr> <td style="text-align:right;"> -72.12 </td> <td style="text-align:right;"> -45.73 </td> <td style="text-align:right;"> 1125.45 </td> <td style="text-align:right;"> 5.42 </td> <td style="text-align:right;"> 300 </td> <td style="text-align:right;"> 4.15 </td> <td style="text-align:right;"> 8.84 </td> <td style="text-align:right;"> 13.53 </td> <td style="text-align:left;"> A-181 </td> </tr> <tr> <td style="text-align:right;"> -70.72 </td> <td style="text-align:right;"> -32.48 </td> <td style="text-align:right;"> 281.39 </td> <td style="text-align:right;"> 3.56 </td> <td style="text-align:right;"> 1187 </td> <td style="text-align:right;"> 6.70 </td> <td style="text-align:right;"> 13.57 </td> <td style="text-align:right;"> 20.44 </td> <td style="text-align:left;"> A-182 </td> </tr> <tr> <td style="text-align:right;"> -68.17 </td> <td style="text-align:right;"> -24.02 </td> <td style="text-align:right;"> 49.15 </td> <td style="text-align:right;"> 0.99 </td> <td style="text-align:right;"> 2954 </td> <td style="text-align:right;"> 3.91 </td> <td style="text-align:right;"> 11.90 </td> <td style="text-align:right;"> 19.90 </td> <td style="text-align:left;"> A-183 </td> </tr> <tr> <td style="text-align:right;"> -71.78 </td> <td style="text-align:right;"> -45.42 </td> <td style="text-align:right;"> 765.22 </td> <td style="text-align:right;"> 2.15 </td> <td style="text-align:right;"> 1380 </td> <td style="text-align:right;"> -2.40 </td> <td style="text-align:right;"> 3.48 </td> <td style="text-align:right;"> 9.37 </td> <td style="text-align:left;"> A-184 </td> </tr> <tr> <td style="text-align:right;"> -71.08 </td> <td style="text-align:right;"> -27.92 </td> <td style="text-align:right;"> 3.54 </td> <td style="text-align:right;"> 1.03 </td> <td style="text-align:right;"> 181 </td> <td style="text-align:right;"> 10.93 </td> <td style="text-align:right;"> 13.77 </td> <td style="text-align:right;"> 16.61 </td> <td style="text-align:left;"> A-185 </td> </tr> <tr> <td style="text-align:right;"> -72.17 </td> <td style="text-align:right;"> -44.58 </td> <td style="text-align:right;"> 2639.10 </td> <td style="text-align:right;"> 4.26 </td> <td style="text-align:right;"> 1166 </td> <td style="text-align:right;"> -0.97 </td> <td style="text-align:right;"> 3.82 </td> <td style="text-align:right;"> 8.62 </td> <td style="text-align:left;"> A-186 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -22.73 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.60 </td> <td style="text-align:right;"> 2223 </td> <td style="text-align:right;"> 3.47 </td> <td style="text-align:right;"> 13.45 </td> <td style="text-align:right;"> 23.44 </td> <td style="text-align:left;"> A-187 </td> </tr> <tr> <td style="text-align:right;"> -70.33 </td> <td style="text-align:right;"> -27.83 </td> <td style="text-align:right;"> 6.75 </td> <td style="text-align:right;"> 0.72 </td> <td style="text-align:right;"> 1366 </td> <td style="text-align:right;"> 5.86 </td> <td style="text-align:right;"> 12.22 </td> <td style="text-align:right;"> 18.58 </td> <td style="text-align:left;"> A-188 </td> </tr> <tr> <td style="text-align:right;"> -70.28 </td> <td style="text-align:right;"> -33.08 </td> <td style="text-align:right;"> 292.54 </td> <td style="text-align:right;"> 0.29 </td> <td style="text-align:right;"> 3622 </td> <td style="text-align:right;"> -0.43 </td> <td style="text-align:right;"> 2.98 </td> <td style="text-align:right;"> 6.39 </td> <td style="text-align:left;"> A-189 </td> </tr> <tr> <td style="text-align:right;"> -70.83 </td> <td style="text-align:right;"> -32.83 </td> <td style="text-align:right;"> 193.06 </td> <td style="text-align:right;"> 4.95 </td> <td style="text-align:right;"> 980 </td> <td style="text-align:right;"> 7.46 </td> <td style="text-align:right;"> 14.76 </td> <td style="text-align:right;"> 22.06 </td> <td style="text-align:left;"> A-190 </td> </tr> <tr> <td style="text-align:right;"> -69.88 </td> <td style="text-align:right;"> -22.82 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.78 </td> <td style="text-align:right;"> 1554 </td> <td style="text-align:right;"> 2.71 </td> <td style="text-align:right;"> 13.95 </td> <td style="text-align:right;"> 25.18 </td> <td style="text-align:left;"> A-191 </td> </tr> <tr> <td style="text-align:right;"> -68.28 </td> <td style="text-align:right;"> -23.62 </td> <td style="text-align:right;"> 0.24 </td> <td style="text-align:right;"> 0.86 </td> <td style="text-align:right;"> 2303 </td> <td style="text-align:right;"> 7.41 </td> <td style="text-align:right;"> 16.12 </td> <td style="text-align:right;"> 24.83 </td> <td style="text-align:left;"> A-192 </td> </tr> <tr> <td style="text-align:right;"> -70.08 </td> <td style="text-align:right;"> -24.27 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.24 </td> <td style="text-align:right;"> 1576 </td> <td style="text-align:right;"> 5.77 </td> <td style="text-align:right;"> 15.63 </td> <td style="text-align:right;"> 25.49 </td> <td style="text-align:left;"> A-193 </td> </tr> <tr> <td style="text-align:right;"> -67.62 </td> <td style="text-align:right;"> -23.58 </td> <td style="text-align:right;"> 107.13 </td> <td style="text-align:right;"> 0.66 </td> <td style="text-align:right;"> 4506 </td> <td style="text-align:right;"> -4.94 </td> <td style="text-align:right;"> 2.08 </td> <td style="text-align:right;"> 9.11 </td> <td style="text-align:left;"> A-194 </td> </tr> <tr> <td style="text-align:right;"> -72.78 </td> <td style="text-align:right;"> -36.67 </td> <td style="text-align:right;"> 931.46 </td> <td style="text-align:right;"> 9.21 </td> <td style="text-align:right;"> 219 </td> <td style="text-align:right;"> 6.71 </td> <td style="text-align:right;"> 12.90 </td> <td style="text-align:right;"> 19.09 </td> <td style="text-align:left;"> A-195 </td> </tr> <tr> <td style="text-align:right;"> -70.38 </td> <td style="text-align:right;"> -25.12 </td> <td style="text-align:right;"> 2.32 </td> <td style="text-align:right;"> 0.66 </td> <td style="text-align:right;"> 1083 </td> <td style="text-align:right;"> 9.79 </td> <td style="text-align:right;"> 13.00 </td> <td style="text-align:right;"> 16.21 </td> <td style="text-align:left;"> A-196 </td> </tr> <tr> <td style="text-align:right;"> -73.08 </td> <td style="text-align:right;"> -41.83 </td> <td style="text-align:right;"> 1755.66 </td> <td style="text-align:right;"> 9.31 </td> <td style="text-align:right;"> 35 </td> <td style="text-align:right;"> 6.86 </td> <td style="text-align:right;"> 10.68 </td> <td style="text-align:right;"> 14.50 </td> <td style="text-align:left;"> A-197 </td> </tr> <tr> <td style="text-align:right;"> -72.78 </td> <td style="text-align:right;"> -38.78 </td> <td style="text-align:right;"> 1168.24 </td> <td style="text-align:right;"> 7.19 </td> <td style="text-align:right;"> 74 </td> <td style="text-align:right;"> 5.75 </td> <td style="text-align:right;"> 12.57 </td> <td style="text-align:right;"> 19.40 </td> <td style="text-align:left;"> A-198 </td> </tr> <tr> <td style="text-align:right;"> -71.97 </td> <td style="text-align:right;"> -46.38 </td> <td style="text-align:right;"> 327.74 </td> <td style="text-align:right;"> 4.88 </td> <td style="text-align:right;"> 642 </td> <td style="text-align:right;"> 1.56 </td> <td style="text-align:right;"> 7.07 </td> <td style="text-align:right;"> 12.58 </td> <td style="text-align:left;"> A-199 </td> </tr> <tr> <td style="text-align:right;"> -72.88 </td> <td style="text-align:right;"> -40.33 </td> <td style="text-align:right;"> 1291.48 </td> <td style="text-align:right;"> 8.45 </td> <td style="text-align:right;"> 65 </td> <td style="text-align:right;"> 5.97 </td> <td style="text-align:right;"> 11.86 </td> <td style="text-align:right;"> 17.75 </td> <td style="text-align:left;"> A-200 </td> </tr> <tr> <td style="text-align:right;"> -72.03 </td> <td style="text-align:right;"> -43.33 </td> <td style="text-align:right;"> 2189.94 </td> <td style="text-align:right;"> 6.74 </td> <td style="text-align:right;"> 317 </td> <td style="text-align:right;"> 3.66 </td> <td style="text-align:right;"> 8.63 </td> <td style="text-align:right;"> 13.60 </td> <td style="text-align:left;"> A-201 </td> </tr> <tr> <td style="text-align:right;"> -74.03 </td> <td style="text-align:right;"> -49.08 </td> <td style="text-align:right;"> 4154.75 </td> <td style="text-align:right;"> 2.88 </td> <td style="text-align:right;"> 552 </td> <td style="text-align:right;"> 2.37 </td> <td style="text-align:right;"> 5.74 </td> <td style="text-align:right;"> 9.12 </td> <td style="text-align:left;"> A-202 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -21.88 </td> <td style="text-align:right;"> 2.63 </td> <td style="text-align:right;"> 0.77 </td> <td style="text-align:right;"> 2506 </td> <td style="text-align:right;"> 4.58 </td> <td style="text-align:right;"> 12.38 </td> <td style="text-align:right;"> 20.19 </td> <td style="text-align:left;"> A-203 </td> </tr> <tr> <td style="text-align:right;"> -70.38 </td> <td style="text-align:right;"> -26.83 </td> <td style="text-align:right;"> 0.87 </td> <td style="text-align:right;"> 0.78 </td> <td style="text-align:right;"> 1057 </td> <td style="text-align:right;"> 7.19 </td> <td style="text-align:right;"> 14.28 </td> <td style="text-align:right;"> 21.37 </td> <td style="text-align:left;"> A-204 </td> </tr> <tr> <td style="text-align:right;"> -71.08 </td> <td style="text-align:right;"> -38.58 </td> <td style="text-align:right;"> 1379.95 </td> <td style="text-align:right;"> 4.53 </td> <td style="text-align:right;"> 1370 </td> <td style="text-align:right;"> 0.62 </td> <td style="text-align:right;"> 7.59 </td> <td style="text-align:right;"> 14.56 </td> <td style="text-align:left;"> A-205 </td> </tr> <tr> <td style="text-align:right;"> -69.47 </td> <td style="text-align:right;"> -26.23 </td> <td style="text-align:right;"> 15.18 </td> <td style="text-align:right;"> 0.86 </td> <td style="text-align:right;"> 2724 </td> <td style="text-align:right;"> 2.44 </td> <td style="text-align:right;"> 10.08 </td> <td style="text-align:right;"> 17.71 </td> <td style="text-align:left;"> A-206 </td> </tr> <tr> <td style="text-align:right;"> -68.78 </td> <td style="text-align:right;"> -22.62 </td> <td style="text-align:right;"> 0.71 </td> <td style="text-align:right;"> 1.14 </td> <td style="text-align:right;"> 2749 </td> <td style="text-align:right;"> -0.56 </td> <td style="text-align:right;"> 10.61 </td> <td style="text-align:right;"> 21.78 </td> <td style="text-align:left;"> A-207 </td> </tr> <tr> <td style="text-align:right;"> -72.42 </td> <td style="text-align:right;"> -39.98 </td> <td style="text-align:right;"> 2677.91 </td> <td style="text-align:right;"> 9.97 </td> <td style="text-align:right;"> 417 </td> <td style="text-align:right;"> 4.68 </td> <td style="text-align:right;"> 9.70 </td> <td style="text-align:right;"> 14.71 </td> <td style="text-align:left;"> A-208 </td> </tr> <tr> <td style="text-align:right;"> -72.08 </td> <td style="text-align:right;"> -45.58 </td> <td style="text-align:right;"> 999.53 </td> <td style="text-align:right;"> 6.56 </td> <td style="text-align:right;"> 218 </td> <td style="text-align:right;"> 3.88 </td> <td style="text-align:right;"> 8.57 </td> <td style="text-align:right;"> 13.27 </td> <td style="text-align:left;"> A-209 </td> </tr> <tr> <td style="text-align:right;"> -70.33 </td> <td style="text-align:right;"> -32.92 </td> <td style="text-align:right;"> 229.41 </td> <td style="text-align:right;"> 3.63 </td> <td style="text-align:right;"> 1650 </td> <td style="text-align:right;"> 5.32 </td> <td style="text-align:right;"> 12.02 </td> <td style="text-align:right;"> 18.72 </td> <td style="text-align:left;"> A-210 </td> </tr> <tr> <td style="text-align:right;"> -68.08 </td> <td style="text-align:right;"> -21.77 </td> <td style="text-align:right;"> 179.82 </td> <td style="text-align:right;"> 0.39 </td> <td style="text-align:right;"> 5500 </td> <td style="text-align:right;"> -7.10 </td> <td style="text-align:right;"> -0.77 </td> <td style="text-align:right;"> 5.56 </td> <td style="text-align:left;"> A-211 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -23.92 </td> <td style="text-align:right;"> 2.26 </td> <td style="text-align:right;"> 1.09 </td> <td style="text-align:right;"> 2533 </td> <td style="text-align:right;"> 1.98 </td> <td style="text-align:right;"> 12.52 </td> <td style="text-align:right;"> 23.05 </td> <td style="text-align:left;"> A-212 </td> </tr> <tr> <td style="text-align:right;"> -71.03 </td> <td style="text-align:right;"> -28.62 </td> <td style="text-align:right;"> 6.98 </td> <td style="text-align:right;"> 1.29 </td> <td style="text-align:right;"> 849 </td> <td style="text-align:right;"> 7.58 </td> <td style="text-align:right;"> 13.71 </td> <td style="text-align:right;"> 19.85 </td> <td style="text-align:left;"> A-213 </td> </tr> <tr> <td style="text-align:right;"> -71.38 </td> <td style="text-align:right;"> -37.83 </td> <td style="text-align:right;"> 1786.40 </td> <td style="text-align:right;"> 3.67 </td> <td style="text-align:right;"> 1791 </td> <td style="text-align:right;"> 1.77 </td> <td style="text-align:right;"> 7.88 </td> <td style="text-align:right;"> 13.99 </td> <td style="text-align:left;"> A-214 </td> </tr> <tr> <td style="text-align:right;"> -70.62 </td> <td style="text-align:right;"> -35.83 </td> <td style="text-align:right;"> 1137.86 </td> <td style="text-align:right;"> 2.18 </td> <td style="text-align:right;"> 1812 </td> <td style="text-align:right;"> 2.76 </td> <td style="text-align:right;"> 8.12 </td> <td style="text-align:right;"> 13.47 </td> <td style="text-align:left;"> A-215 </td> </tr> <tr> <td style="text-align:right;"> -69.08 </td> <td style="text-align:right;"> -22.52 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.70 </td> <td style="text-align:right;"> 1998 </td> <td style="text-align:right;"> 5.26 </td> <td style="text-align:right;"> 15.34 </td> <td style="text-align:right;"> 25.42 </td> <td style="text-align:left;"> A-216 </td> </tr> <tr> <td style="text-align:right;"> -71.92 </td> <td style="text-align:right;"> -35.73 </td> <td style="text-align:right;"> 715.84 </td> <td style="text-align:right;"> 8.99 </td> <td style="text-align:right;"> 366 </td> <td style="text-align:right;"> 7.51 </td> <td style="text-align:right;"> 14.07 </td> <td style="text-align:right;"> 20.62 </td> <td style="text-align:left;"> A-217 </td> </tr> <tr> <td style="text-align:right;"> -73.42 </td> <td style="text-align:right;"> -42.98 </td> <td style="text-align:right;"> 1715.18 </td> <td style="text-align:right;"> 10.01 </td> <td style="text-align:right;"> 41 </td> <td style="text-align:right;"> 6.83 </td> <td style="text-align:right;"> 9.99 </td> <td style="text-align:right;"> 13.15 </td> <td style="text-align:left;"> A-218 </td> </tr> <tr> <td style="text-align:right;"> -71.97 </td> <td style="text-align:right;"> -35.67 </td> <td style="text-align:right;"> 603.54 </td> <td style="text-align:right;"> 9.44 </td> <td style="text-align:right;"> 217 </td> <td style="text-align:right;"> 7.32 </td> <td style="text-align:right;"> 14.27 </td> <td style="text-align:right;"> 21.22 </td> <td style="text-align:left;"> A-219 </td> </tr> <tr> <td style="text-align:right;"> -69.58 </td> <td style="text-align:right;"> -20.38 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.50 </td> <td style="text-align:right;"> 996 </td> <td style="text-align:right;"> 5.73 </td> <td style="text-align:right;"> 17.35 </td> <td style="text-align:right;"> 28.97 </td> <td style="text-align:left;"> A-220 </td> </tr> <tr> <td style="text-align:right;"> -68.97 </td> <td style="text-align:right;"> -21.77 </td> <td style="text-align:right;"> 12.14 </td> <td style="text-align:right;"> 0.79 </td> <td style="text-align:right;"> 3176 </td> <td style="text-align:right;"> 2.91 </td> <td style="text-align:right;"> 9.23 </td> <td style="text-align:right;"> 15.56 </td> <td style="text-align:left;"> A-221 </td> </tr> <tr> <td style="text-align:right;"> -71.17 </td> <td style="text-align:right;"> -44.53 </td> <td style="text-align:right;"> 378.84 </td> <td style="text-align:right;"> 3.46 </td> <td style="text-align:right;"> 922 </td> <td style="text-align:right;"> 0.04 </td> <td style="text-align:right;"> 6.51 </td> <td style="text-align:right;"> 12.98 </td> <td style="text-align:left;"> A-222 </td> </tr> <tr> <td style="text-align:right;"> -73.28 </td> <td style="text-align:right;"> -45.88 </td> <td style="text-align:right;"> 3696.29 </td> <td style="text-align:right;"> 3.46 </td> <td style="text-align:right;"> 58 </td> <td style="text-align:right;"> 3.26 </td> <td style="text-align:right;"> 7.65 </td> <td style="text-align:right;"> 12.04 </td> <td style="text-align:left;"> A-223 </td> </tr> <tr> <td style="text-align:right;"> -70.38 </td> <td style="text-align:right;"> -25.12 </td> <td style="text-align:right;"> 2.32 </td> <td style="text-align:right;"> 0.93 </td> <td style="text-align:right;"> 1430 </td> <td style="text-align:right;"> 9.79 </td> <td style="text-align:right;"> 13.00 </td> <td style="text-align:right;"> 16.21 </td> <td style="text-align:left;"> A-224 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -23.98 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.47 </td> <td style="text-align:right;"> 2310 </td> <td style="text-align:right;"> 2.62 </td> <td style="text-align:right;"> 13.31 </td> <td style="text-align:right;"> 24.00 </td> <td style="text-align:left;"> A-225 </td> </tr> <tr> <td style="text-align:right;"> -68.83 </td> <td style="text-align:right;"> -20.48 </td> <td style="text-align:right;"> 110.06 </td> <td style="text-align:right;"> 1.78 </td> <td style="text-align:right;"> 4141 </td> <td style="text-align:right;"> -4.42 </td> <td style="text-align:right;"> 3.01 </td> <td style="text-align:right;"> 10.43 </td> <td style="text-align:left;"> A-226 </td> </tr> <tr> <td style="text-align:right;"> -69.67 </td> <td style="text-align:right;"> -17.98 </td> <td style="text-align:right;"> 205.52 </td> <td style="text-align:right;"> 1.34 </td> <td style="text-align:right;"> 3960 </td> <td style="text-align:right;"> -1.40 </td> <td style="text-align:right;"> 4.77 </td> <td style="text-align:right;"> 10.95 </td> <td style="text-align:left;"> A-227 </td> </tr> <tr> <td style="text-align:right;"> -72.78 </td> <td style="text-align:right;"> -44.53 </td> <td style="text-align:right;"> 3420.99 </td> <td style="text-align:right;"> 5.63 </td> <td style="text-align:right;"> 814 </td> <td style="text-align:right;"> 0.17 </td> <td style="text-align:right;"> 4.97 </td> <td style="text-align:right;"> 9.77 </td> <td style="text-align:left;"> A-228 </td> </tr> <tr> <td style="text-align:right;"> -70.62 </td> <td style="text-align:right;"> -28.27 </td> <td style="text-align:right;"> 3.90 </td> <td style="text-align:right;"> 1.17 </td> <td style="text-align:right;"> 553 </td> <td style="text-align:right;"> 9.27 </td> <td style="text-align:right;"> 16.61 </td> <td style="text-align:right;"> 23.96 </td> <td style="text-align:left;"> A-229 </td> </tr> <tr> <td style="text-align:right;"> -71.28 </td> <td style="text-align:right;"> -54.33 </td> <td style="text-align:right;"> 1047.13 </td> <td style="text-align:right;"> 2.52 </td> <td style="text-align:right;"> 413 </td> <td style="text-align:right;"> 1.37 </td> <td style="text-align:right;"> 4.24 </td> <td style="text-align:right;"> 7.11 </td> <td style="text-align:left;"> A-230 </td> </tr> <tr> <td style="text-align:right;"> -71.97 </td> <td style="text-align:right;"> -36.03 </td> <td style="text-align:right;"> 687.89 </td> <td style="text-align:right;"> 4.87 </td> <td style="text-align:right;"> 133 </td> <td style="text-align:right;"> 7.04 </td> <td style="text-align:right;"> 14.56 </td> <td style="text-align:right;"> 22.07 </td> <td style="text-align:left;"> A-231 </td> </tr> <tr> <td style="text-align:right;"> -72.12 </td> <td style="text-align:right;"> -38.08 </td> <td style="text-align:right;"> 1795.75 </td> <td style="text-align:right;"> 10.36 </td> <td style="text-align:right;"> 503 </td> <td style="text-align:right;"> 5.33 </td> <td style="text-align:right;"> 11.27 </td> <td style="text-align:right;"> 17.21 </td> <td style="text-align:left;"> A-232 </td> </tr> <tr> <td style="text-align:right;"> -71.62 </td> <td style="text-align:right;"> -34.28 </td> <td style="text-align:right;"> 439.35 </td> <td style="text-align:right;"> 4.96 </td> <td style="text-align:right;"> 168 </td> <td style="text-align:right;"> 6.97 </td> <td style="text-align:right;"> 14.66 </td> <td style="text-align:right;"> 22.34 </td> <td style="text-align:left;"> A-233 </td> </tr> <tr> <td style="text-align:right;"> -69.28 </td> <td style="text-align:right;"> -22.68 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.63 </td> <td style="text-align:right;"> 1752 </td> <td style="text-align:right;"> 5.83 </td> <td style="text-align:right;"> 17.17 </td> <td style="text-align:right;"> 28.50 </td> <td style="text-align:left;"> A-234 </td> </tr> <tr> <td style="text-align:right;"> -72.58 </td> <td style="text-align:right;"> -38.23 </td> <td style="text-align:right;"> 1111.04 </td> <td style="text-align:right;"> 9.25 </td> <td style="text-align:right;"> 337 </td> <td style="text-align:right;"> 5.91 </td> <td style="text-align:right;"> 12.26 </td> <td style="text-align:right;"> 18.61 </td> <td style="text-align:left;"> A-235 </td> </tr> <tr> <td style="text-align:right;"> -70.97 </td> <td style="text-align:right;"> -32.48 </td> <td style="text-align:right;"> 189.90 </td> <td style="text-align:right;"> 4.67 </td> <td style="text-align:right;"> 490 </td> <td style="text-align:right;"> 7.20 </td> <td style="text-align:right;"> 15.24 </td> <td style="text-align:right;"> 23.28 </td> <td style="text-align:left;"> A-236 </td> </tr> <tr> <td style="text-align:right;"> -70.97 </td> <td style="text-align:right;"> -28.38 </td> <td style="text-align:right;"> 3.73 </td> <td style="text-align:right;"> 1.01 </td> <td style="text-align:right;"> 642 </td> <td style="text-align:right;"> 8.51 </td> <td style="text-align:right;"> 14.85 </td> <td style="text-align:right;"> 21.19 </td> <td style="text-align:left;"> A-237 </td> </tr> <tr> <td style="text-align:right;"> -70.03 </td> <td style="text-align:right;"> -21.73 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.96 </td> <td style="text-align:right;"> 1135 </td> <td style="text-align:right;"> 9.21 </td> <td style="text-align:right;"> 13.42 </td> <td style="text-align:right;"> 17.62 </td> <td style="text-align:left;"> A-238 </td> </tr> <tr> <td style="text-align:right;"> -72.38 </td> <td style="text-align:right;"> -50.73 </td> <td style="text-align:right;"> 215.85 </td> <td style="text-align:right;"> 3.65 </td> <td style="text-align:right;"> 939 </td> <td style="text-align:right;"> -1.89 </td> <td style="text-align:right;"> 2.93 </td> <td style="text-align:right;"> 7.76 </td> <td style="text-align:left;"> A-239 </td> </tr> <tr> <td style="text-align:right;"> -72.92 </td> <td style="text-align:right;"> -46.88 </td> <td style="text-align:right;"> 994.16 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1215 </td> <td style="text-align:right;"> -4.01 </td> <td style="text-align:right;"> 1.91 </td> <td style="text-align:right;"> 7.83 </td> <td style="text-align:left;"> A-240 </td> </tr> <tr> <td style="text-align:right;"> -70.28 </td> <td style="text-align:right;"> -33.48 </td> <td style="text-align:right;"> 382.09 </td> <td style="text-align:right;"> 1.33 </td> <td style="text-align:right;"> 2870 </td> <td style="text-align:right;"> 4.28 </td> <td style="text-align:right;"> 8.55 </td> <td style="text-align:right;"> 12.81 </td> <td style="text-align:left;"> A-241 </td> </tr> <tr> <td style="text-align:right;"> -74.53 </td> <td style="text-align:right;"> -50.62 </td> <td style="text-align:right;"> 2742.27 </td> <td style="text-align:right;"> 5.65 </td> <td style="text-align:right;"> 131 </td> <td style="text-align:right;"> 1.34 </td> <td style="text-align:right;"> 5.42 </td> <td style="text-align:right;"> 9.50 </td> <td style="text-align:left;"> A-242 </td> </tr> <tr> <td style="text-align:right;"> -69.97 </td> <td style="text-align:right;"> -28.92 </td> <td style="text-align:right;"> 85.11 </td> <td style="text-align:right;"> 1.04 </td> <td style="text-align:right;"> 4465 </td> <td style="text-align:right;"> -1.92 </td> <td style="text-align:right;"> 1.15 </td> <td style="text-align:right;"> 4.22 </td> <td style="text-align:left;"> A-243 </td> </tr> <tr> <td style="text-align:right;"> -68.83 </td> <td style="text-align:right;"> -20.38 </td> <td style="text-align:right;"> 106.55 </td> <td style="text-align:right;"> 1.28 </td> <td style="text-align:right;"> 3985 </td> <td style="text-align:right;"> -4.00 </td> <td style="text-align:right;"> 4.15 </td> <td style="text-align:right;"> 12.31 </td> <td style="text-align:left;"> A-244 </td> </tr> <tr> <td style="text-align:right;"> -67.92 </td> <td style="text-align:right;"> -23.42 </td> <td style="text-align:right;"> 58.50 </td> <td style="text-align:right;"> 0.65 </td> <td style="text-align:right;"> 2978 </td> <td style="text-align:right;"> 5.36 </td> <td style="text-align:right;"> 12.00 </td> <td style="text-align:right;"> 18.64 </td> <td style="text-align:left;"> A-245 </td> </tr> <tr> <td style="text-align:right;"> -72.47 </td> <td style="text-align:right;"> -39.33 </td> <td style="text-align:right;"> 1816.02 </td> <td style="text-align:right;"> 8.10 </td> <td style="text-align:right;"> 234 </td> <td style="text-align:right;"> 5.93 </td> <td style="text-align:right;"> 11.98 </td> <td style="text-align:right;"> 18.03 </td> <td style="text-align:left;"> A-246 </td> </tr> <tr> <td style="text-align:right;"> -73.97 </td> <td style="text-align:right;"> -42.28 </td> <td style="text-align:right;"> 2798.57 </td> <td style="text-align:right;"> 10.04 </td> <td style="text-align:right;"> 402 </td> <td style="text-align:right;"> 3.01 </td> <td style="text-align:right;"> 8.29 </td> <td style="text-align:right;"> 13.57 </td> <td style="text-align:left;"> A-247 </td> </tr> <tr> <td style="text-align:right;"> -72.62 </td> <td style="text-align:right;"> -38.92 </td> <td style="text-align:right;"> 1244.44 </td> <td style="text-align:right;"> 9.68 </td> <td style="text-align:right;"> 99 </td> <td style="text-align:right;"> 5.44 </td> <td style="text-align:right;"> 12.12 </td> <td style="text-align:right;"> 18.80 </td> <td style="text-align:left;"> A-248 </td> </tr> <tr> <td style="text-align:right;"> -73.28 </td> <td style="text-align:right;"> -47.78 </td> <td style="text-align:right;"> 2328.79 </td> <td style="text-align:right;"> 5.75 </td> <td style="text-align:right;"> 313 </td> <td style="text-align:right;"> 1.95 </td> <td style="text-align:right;"> 6.37 </td> <td style="text-align:right;"> 10.79 </td> <td style="text-align:left;"> A-249 </td> </tr> <tr> <td style="text-align:right;"> -71.72 </td> <td style="text-align:right;"> -39.67 </td> <td style="text-align:right;"> 3245.00 </td> <td style="text-align:right;"> 7.44 </td> <td style="text-align:right;"> 1388 </td> <td style="text-align:right;"> 1.66 </td> <td style="text-align:right;"> 7.21 </td> <td style="text-align:right;"> 12.75 </td> <td style="text-align:left;"> A-250 </td> </tr> <tr> <td style="text-align:right;"> -68.83 </td> <td style="text-align:right;"> -23.42 </td> <td style="text-align:right;"> 7.83 </td> <td style="text-align:right;"> 1.07 </td> <td style="text-align:right;"> 2593 </td> <td style="text-align:right;"> 2.40 </td> <td style="text-align:right;"> 11.55 </td> <td style="text-align:right;"> 20.70 </td> <td style="text-align:left;"> A-251 </td> </tr> <tr> <td style="text-align:right;"> -71.17 </td> <td style="text-align:right;"> -35.88 </td> <td style="text-align:right;"> 1655.14 </td> <td style="text-align:right;"> 3.10 </td> <td style="text-align:right;"> 1873 </td> <td style="text-align:right;"> 4.97 </td> <td style="text-align:right;"> 10.79 </td> <td style="text-align:right;"> 16.61 </td> <td style="text-align:left;"> A-252 </td> </tr> <tr> <td style="text-align:right;"> -74.78 </td> <td style="text-align:right;"> -44.58 </td> <td style="text-align:right;"> 1817.49 </td> <td style="text-align:right;"> 10.00 </td> <td style="text-align:right;"> 79 </td> <td style="text-align:right;"> 6.51 </td> <td style="text-align:right;"> 9.75 </td> <td style="text-align:right;"> 12.98 </td> <td style="text-align:left;"> A-253 </td> </tr> <tr> <td style="text-align:right;"> -71.42 </td> <td style="text-align:right;"> -38.48 </td> <td style="text-align:right;"> 2023.71 </td> <td style="text-align:right;"> 7.03 </td> <td style="text-align:right;"> 917 </td> <td style="text-align:right;"> 1.02 </td> <td style="text-align:right;"> 7.70 </td> <td style="text-align:right;"> 14.37 </td> <td style="text-align:left;"> A-254 </td> </tr> <tr> <td style="text-align:right;"> -72.22 </td> <td style="text-align:right;"> -52.27 </td> <td style="text-align:right;"> 939.93 </td> <td style="text-align:right;"> 1.12 </td> <td style="text-align:right;"> 718 </td> <td style="text-align:right;"> -1.00 </td> <td style="text-align:right;"> 2.78 </td> <td style="text-align:right;"> 6.55 </td> <td style="text-align:left;"> A-255 </td> </tr> <tr> <td style="text-align:right;"> -70.97 </td> <td style="text-align:right;"> -32.62 </td> <td style="text-align:right;"> 252.43 </td> <td style="text-align:right;"> 6.38 </td> <td style="text-align:right;"> 1116 </td> <td style="text-align:right;"> 6.77 </td> <td style="text-align:right;"> 13.09 </td> <td style="text-align:right;"> 19.40 </td> <td style="text-align:left;"> A-256 </td> </tr> <tr> <td style="text-align:right;"> -73.12 </td> <td style="text-align:right;"> -39.28 </td> <td style="text-align:right;"> 1604.31 </td> <td style="text-align:right;"> 9.81 </td> <td style="text-align:right;"> 9 </td> <td style="text-align:right;"> 7.42 </td> <td style="text-align:right;"> 12.43 </td> <td style="text-align:right;"> 17.43 </td> <td style="text-align:left;"> A-257 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -24.02 </td> <td style="text-align:right;"> 3.46 </td> <td style="text-align:right;"> 1.24 </td> <td style="text-align:right;"> 2464 </td> <td style="text-align:right;"> 2.36 </td> <td style="text-align:right;"> 12.91 </td> <td style="text-align:right;"> 23.45 </td> <td style="text-align:left;"> A-258 </td> </tr> <tr> <td style="text-align:right;"> -68.08 </td> <td style="text-align:right;"> -22.42 </td> <td style="text-align:right;"> 110.49 </td> <td style="text-align:right;"> 1.05 </td> <td style="text-align:right;"> 4565 </td> <td style="text-align:right;"> -5.53 </td> <td style="text-align:right;"> 1.14 </td> <td style="text-align:right;"> 7.80 </td> <td style="text-align:left;"> A-259 </td> </tr> <tr> <td style="text-align:right;"> -71.47 </td> <td style="text-align:right;"> -36.92 </td> <td style="text-align:right;"> 2115.46 </td> <td style="text-align:right;"> 7.61 </td> <td style="text-align:right;"> 1234 </td> <td style="text-align:right;"> 3.28 </td> <td style="text-align:right;"> 8.71 </td> <td style="text-align:right;"> 14.13 </td> <td style="text-align:left;"> A-260 </td> </tr> <tr> <td style="text-align:right;"> -70.17 </td> <td style="text-align:right;"> -27.27 </td> <td style="text-align:right;"> 1.60 </td> <td style="text-align:right;"> 0.96 </td> <td style="text-align:right;"> 972 </td> <td style="text-align:right;"> 8.93 </td> <td style="text-align:right;"> 16.84 </td> <td style="text-align:right;"> 24.76 </td> <td style="text-align:left;"> A-261 </td> </tr> <tr> <td style="text-align:right;"> -68.72 </td> <td style="text-align:right;"> -22.12 </td> <td style="text-align:right;"> 15.34 </td> <td style="text-align:right;"> 0.51 </td> <td style="text-align:right;"> 3231 </td> <td style="text-align:right;"> 1.48 </td> <td style="text-align:right;"> 10.22 </td> <td style="text-align:right;"> 18.97 </td> <td style="text-align:left;"> A-262 </td> </tr> <tr> <td style="text-align:right;"> -70.08 </td> <td style="text-align:right;"> -22.42 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.66 </td> <td style="text-align:right;"> 1749 </td> <td style="text-align:right;"> 6.45 </td> <td style="text-align:right;"> 12.76 </td> <td style="text-align:right;"> 19.07 </td> <td style="text-align:left;"> A-263 </td> </tr> <tr> <td style="text-align:right;"> -67.67 </td> <td style="text-align:right;"> -23.88 </td> <td style="text-align:right;"> 116.78 </td> <td style="text-align:right;"> 1.16 </td> <td style="text-align:right;"> 4412 </td> <td style="text-align:right;"> -2.98 </td> <td style="text-align:right;"> 2.28 </td> <td style="text-align:right;"> 7.55 </td> <td style="text-align:left;"> A-264 </td> </tr> <tr> <td style="text-align:right;"> -71.97 </td> <td style="text-align:right;"> -53.62 </td> <td style="text-align:right;"> 1092.62 </td> <td style="text-align:right;"> 0.26 </td> <td style="text-align:right;"> 813 </td> <td style="text-align:right;"> -1.13 </td> <td style="text-align:right;"> 2.26 </td> <td style="text-align:right;"> 5.65 </td> <td style="text-align:left;"> A-265 </td> </tr> <tr> <td style="text-align:right;"> -69.03 </td> <td style="text-align:right;"> -20.73 </td> <td style="text-align:right;"> 34.34 </td> <td style="text-align:right;"> 1.20 </td> <td style="text-align:right;"> 2845 </td> <td style="text-align:right;"> 2.99 </td> <td style="text-align:right;"> 8.95 </td> <td style="text-align:right;"> 14.90 </td> <td style="text-align:left;"> A-266 </td> </tr> <tr> <td style="text-align:right;"> -71.08 </td> <td style="text-align:right;"> -31.77 </td> <td style="text-align:right;"> 171.09 </td> <td style="text-align:right;"> 3.67 </td> <td style="text-align:right;"> 765 </td> <td style="text-align:right;"> 8.00 </td> <td style="text-align:right;"> 15.52 </td> <td style="text-align:right;"> 23.04 </td> <td style="text-align:left;"> A-267 </td> </tr> <tr> <td style="text-align:right;"> -69.97 </td> <td style="text-align:right;"> -28.77 </td> <td style="text-align:right;"> 66.87 </td> <td style="text-align:right;"> 1.07 </td> <td style="text-align:right;"> 3152 </td> <td style="text-align:right;"> 2.35 </td> <td style="text-align:right;"> 7.44 </td> <td style="text-align:right;"> 12.52 </td> <td style="text-align:left;"> A-268 </td> </tr> <tr> <td style="text-align:right;"> -71.97 </td> <td style="text-align:right;"> -37.53 </td> <td style="text-align:right;"> 1426.40 </td> <td style="text-align:right;"> 7.74 </td> <td style="text-align:right;"> 340 </td> <td style="text-align:right;"> 5.91 </td> <td style="text-align:right;"> 12.67 </td> <td style="text-align:right;"> 19.44 </td> <td style="text-align:left;"> A-269 </td> </tr> <tr> <td style="text-align:right;"> -72.03 </td> <td style="text-align:right;"> -36.67 </td> <td style="text-align:right;"> 951.42 </td> <td style="text-align:right;"> 7.58 </td> <td style="text-align:right;"> 130 </td> <td style="text-align:right;"> 6.30 </td> <td style="text-align:right;"> 13.82 </td> <td style="text-align:right;"> 21.35 </td> <td style="text-align:left;"> A-270 </td> </tr> <tr> <td style="text-align:right;"> -68.92 </td> <td style="text-align:right;"> -26.48 </td> <td style="text-align:right;"> 20.66 </td> <td style="text-align:right;"> 0.11 </td> <td style="text-align:right;"> 4062 </td> <td style="text-align:right;"> -2.80 </td> <td style="text-align:right;"> 5.05 </td> <td style="text-align:right;"> 12.90 </td> <td style="text-align:left;"> A-271 </td> </tr> <tr> <td style="text-align:right;"> -69.62 </td> <td style="text-align:right;"> -21.32 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.16 </td> <td style="text-align:right;"> 756 </td> <td style="text-align:right;"> 6.93 </td> <td style="text-align:right;"> 17.09 </td> <td style="text-align:right;"> 27.25 </td> <td style="text-align:left;"> A-272 </td> </tr> <tr> <td style="text-align:right;"> -72.97 </td> <td style="text-align:right;"> -40.38 </td> <td style="text-align:right;"> 1191.51 </td> <td style="text-align:right;"> 8.53 </td> <td style="text-align:right;"> 69 </td> <td style="text-align:right;"> 5.83 </td> <td style="text-align:right;"> 11.86 </td> <td style="text-align:right;"> 17.89 </td> <td style="text-align:left;"> A-273 </td> </tr> <tr> <td style="text-align:right;"> -69.97 </td> <td style="text-align:right;"> -20.02 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.97 </td> <td style="text-align:right;"> 883 </td> <td style="text-align:right;"> 7.54 </td> <td style="text-align:right;"> 14.57 </td> <td style="text-align:right;"> 21.59 </td> <td style="text-align:left;"> A-274 </td> </tr> <tr> <td style="text-align:right;"> -71.53 </td> <td style="text-align:right;"> -35.88 </td> <td style="text-align:right;"> 896.85 </td> <td style="text-align:right;"> 6.88 </td> <td style="text-align:right;"> 188 </td> <td style="text-align:right;"> 6.27 </td> <td style="text-align:right;"> 14.10 </td> <td style="text-align:right;"> 21.94 </td> <td style="text-align:left;"> A-275 </td> </tr> <tr> <td style="text-align:right;"> -74.17 </td> <td style="text-align:right;"> -42.28 </td> <td style="text-align:right;"> 2279.96 </td> <td style="text-align:right;"> 9.77 </td> <td style="text-align:right;"> 155 </td> <td style="text-align:right;"> 6.80 </td> <td style="text-align:right;"> 10.91 </td> <td style="text-align:right;"> 15.02 </td> <td style="text-align:left;"> A-276 </td> </tr> <tr> <td style="text-align:right;"> -69.92 </td> <td style="text-align:right;"> -52.93 </td> <td style="text-align:right;"> 269.95 </td> <td style="text-align:right;"> 6.30 </td> <td style="text-align:right;"> 67 </td> <td style="text-align:right;"> 2.14 </td> <td style="text-align:right;"> 6.47 </td> <td style="text-align:right;"> 10.79 </td> <td style="text-align:left;"> A-277 </td> </tr> <tr> <td style="text-align:right;"> -68.58 </td> <td style="text-align:right;"> -23.58 </td> <td style="text-align:right;"> 4.32 </td> <td style="text-align:right;"> 0.79 </td> <td style="text-align:right;"> 2354 </td> <td style="text-align:right;"> 4.90 </td> <td style="text-align:right;"> 15.36 </td> <td style="text-align:right;"> 25.83 </td> <td style="text-align:left;"> A-278 </td> </tr> <tr> <td style="text-align:right;"> -72.92 </td> <td style="text-align:right;"> -46.23 </td> <td style="text-align:right;"> 2386.23 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1721 </td> <td style="text-align:right;"> -3.41 </td> <td style="text-align:right;"> 1.73 </td> <td style="text-align:right;"> 6.88 </td> <td style="text-align:left;"> A-279 </td> </tr> <tr> <td style="text-align:right;"> -68.33 </td> <td style="text-align:right;"> -21.92 </td> <td style="text-align:right;"> 115.90 </td> <td style="text-align:right;"> 1.04 </td> <td style="text-align:right;"> 4126 </td> <td style="text-align:right;"> -4.82 </td> <td style="text-align:right;"> 2.71 </td> <td style="text-align:right;"> 10.24 </td> <td style="text-align:left;"> A-280 </td> </tr> <tr> <td style="text-align:right;"> -74.88 </td> <td style="text-align:right;"> -46.53 </td> <td style="text-align:right;"> 1872.28 </td> <td style="text-align:right;"> 8.04 </td> <td style="text-align:right;"> 328 </td> <td style="text-align:right;"> 4.08 </td> <td style="text-align:right;"> 10.07 </td> <td style="text-align:right;"> 16.07 </td> <td style="text-align:left;"> A-281 </td> </tr> <tr> <td style="text-align:right;"> -68.58 </td> <td style="text-align:right;"> -21.52 </td> <td style="text-align:right;"> 119.25 </td> <td style="text-align:right;"> 1.64 </td> <td style="text-align:right;"> 4294 </td> <td style="text-align:right;"> -3.42 </td> <td style="text-align:right;"> 3.78 </td> <td style="text-align:right;"> 10.98 </td> <td style="text-align:left;"> A-282 </td> </tr> <tr> <td style="text-align:right;"> -72.12 </td> <td style="text-align:right;"> -35.23 </td> <td style="text-align:right;"> 744.89 </td> <td style="text-align:right;"> 9.79 </td> <td style="text-align:right;"> 75 </td> <td style="text-align:right;"> 7.84 </td> <td style="text-align:right;"> 13.75 </td> <td style="text-align:right;"> 19.65 </td> <td style="text-align:left;"> A-283 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -20.73 </td> <td style="text-align:right;"> 1.01 </td> <td style="text-align:right;"> 0.82 </td> <td style="text-align:right;"> 2535 </td> <td style="text-align:right;"> 7.49 </td> <td style="text-align:right;"> 13.83 </td> <td style="text-align:right;"> 20.17 </td> <td style="text-align:left;"> A-284 </td> </tr> <tr> <td style="text-align:right;"> -70.42 </td> <td style="text-align:right;"> -33.48 </td> <td style="text-align:right;"> 467.38 </td> <td style="text-align:right;"> 0.44 </td> <td style="text-align:right;"> 2903 </td> <td style="text-align:right;"> 5.00 </td> <td style="text-align:right;"> 8.21 </td> <td style="text-align:right;"> 11.43 </td> <td style="text-align:left;"> A-285 </td> </tr> <tr> <td style="text-align:right;"> -68.83 </td> <td style="text-align:right;"> -20.48 </td> <td style="text-align:right;"> 110.06 </td> <td style="text-align:right;"> 1.76 </td> <td style="text-align:right;"> 4136 </td> <td style="text-align:right;"> -4.42 </td> <td style="text-align:right;"> 3.01 </td> <td style="text-align:right;"> 10.43 </td> <td style="text-align:left;"> A-286 </td> </tr> <tr> <td style="text-align:right;"> -70.72 </td> <td style="text-align:right;"> -35.62 </td> <td style="text-align:right;"> 1517.52 </td> <td style="text-align:right;"> 0.08 </td> <td style="text-align:right;"> 2619 </td> <td style="text-align:right;"> 1.17 </td> <td style="text-align:right;"> 5.76 </td> <td style="text-align:right;"> 10.34 </td> <td style="text-align:left;"> A-287 </td> </tr> <tr> <td style="text-align:right;"> -70.92 </td> <td style="text-align:right;"> -29.08 </td> <td style="text-align:right;"> 9.77 </td> <td style="text-align:right;"> 1.13 </td> <td style="text-align:right;"> 957 </td> <td style="text-align:right;"> 7.70 </td> <td style="text-align:right;"> 14.73 </td> <td style="text-align:right;"> 21.75 </td> <td style="text-align:left;"> A-288 </td> </tr> <tr> <td style="text-align:right;"> -67.58 </td> <td style="text-align:right;"> -23.92 </td> <td style="text-align:right;"> 97.40 </td> <td style="text-align:right;"> 0.51 </td> <td style="text-align:right;"> 4186 </td> <td style="text-align:right;"> -2.49 </td> <td style="text-align:right;"> 4.06 </td> <td style="text-align:right;"> 10.61 </td> <td style="text-align:left;"> A-289 </td> </tr> <tr> <td style="text-align:right;"> -73.03 </td> <td style="text-align:right;"> -39.92 </td> <td style="text-align:right;"> 1815.09 </td> <td style="text-align:right;"> 10.10 </td> <td style="text-align:right;"> 270 </td> <td style="text-align:right;"> 5.30 </td> <td style="text-align:right;"> 10.79 </td> <td style="text-align:right;"> 16.27 </td> <td style="text-align:left;"> A-290 </td> </tr> <tr> <td style="text-align:right;"> -69.33 </td> <td style="text-align:right;"> -21.12 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.90 </td> <td style="text-align:right;"> 1255 </td> <td style="text-align:right;"> 7.74 </td> <td style="text-align:right;"> 17.38 </td> <td style="text-align:right;"> 27.01 </td> <td style="text-align:left;"> A-291 </td> </tr> <tr> <td style="text-align:right;"> -69.88 </td> <td style="text-align:right;"> -18.42 </td> <td style="text-align:right;"> 2.12 </td> <td style="text-align:right;"> 1.23 </td> <td style="text-align:right;"> 1626 </td> <td style="text-align:right;"> 11.56 </td> <td style="text-align:right;"> 16.35 </td> <td style="text-align:right;"> 21.14 </td> <td style="text-align:left;"> A-292 </td> </tr> <tr> <td style="text-align:right;"> -69.88 </td> <td style="text-align:right;"> -22.52 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.83 </td> <td style="text-align:right;"> 1614 </td> <td style="text-align:right;"> 3.43 </td> <td style="text-align:right;"> 13.71 </td> <td style="text-align:right;"> 23.98 </td> <td style="text-align:left;"> A-293 </td> </tr> <tr> <td style="text-align:right;"> -71.72 </td> <td style="text-align:right;"> -39.73 </td> <td style="text-align:right;"> 3165.99 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1516 </td> <td style="text-align:right;"> 1.09 </td> <td style="text-align:right;"> 6.63 </td> <td style="text-align:right;"> 12.17 </td> <td style="text-align:left;"> A-294 </td> </tr> <tr> <td style="text-align:right;"> -72.47 </td> <td style="text-align:right;"> -44.33 </td> <td style="text-align:right;"> 3432.44 </td> <td style="text-align:right;"> 1.41 </td> <td style="text-align:right;"> 1353 </td> <td style="text-align:right;"> 0.28 </td> <td style="text-align:right;"> 5.04 </td> <td style="text-align:right;"> 9.81 </td> <td style="text-align:left;"> A-295 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -19.27 </td> <td style="text-align:right;"> 169.13 </td> <td style="text-align:right;"> 0.83 </td> <td style="text-align:right;"> 3814 </td> <td style="text-align:right;"> -1.99 </td> <td style="text-align:right;"> 4.65 </td> <td style="text-align:right;"> 11.29 </td> <td style="text-align:left;"> A-296 </td> </tr> <tr> <td style="text-align:right;"> -73.97 </td> <td style="text-align:right;"> -45.58 </td> <td style="text-align:right;"> 2400.80 </td> <td style="text-align:right;"> 9.26 </td> <td style="text-align:right;"> 217 </td> <td style="text-align:right;"> 2.64 </td> <td style="text-align:right;"> 7.38 </td> <td style="text-align:right;"> 12.12 </td> <td style="text-align:left;"> A-297 </td> </tr> <tr> <td style="text-align:right;"> -71.33 </td> <td style="text-align:right;"> -34.92 </td> <td style="text-align:right;"> 541.62 </td> <td style="text-align:right;"> 5.79 </td> <td style="text-align:right;"> 593 </td> <td style="text-align:right;"> 6.71 </td> <td style="text-align:right;"> 14.29 </td> <td style="text-align:right;"> 21.88 </td> <td style="text-align:left;"> A-298 </td> </tr> <tr> <td style="text-align:right;"> -69.88 </td> <td style="text-align:right;"> -33.33 </td> <td style="text-align:right;"> 345.74 </td> <td style="text-align:right;"> 0.35 </td> <td style="text-align:right;"> 4006 </td> <td style="text-align:right;"> -2.39 </td> <td style="text-align:right;"> 2.23 </td> <td style="text-align:right;"> 6.85 </td> <td style="text-align:left;"> A-299 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -28.02 </td> <td style="text-align:right;"> 59.83 </td> <td style="text-align:right;"> 1.47 </td> <td style="text-align:right;"> 3809 </td> <td style="text-align:right;"> -0.48 </td> <td style="text-align:right;"> 3.93 </td> <td style="text-align:right;"> 8.34 </td> <td style="text-align:left;"> A-300 </td> </tr> <tr> <td style="text-align:right;"> -73.72 </td> <td style="text-align:right;"> -40.83 </td> <td style="text-align:right;"> 2712.75 </td> <td style="text-align:right;"> 10.63 </td> <td style="text-align:right;"> 299 </td> <td style="text-align:right;"> 4.50 </td> <td style="text-align:right;"> 9.21 </td> <td style="text-align:right;"> 13.93 </td> <td style="text-align:left;"> A-301 </td> </tr> <tr> <td style="text-align:right;"> -73.97 </td> <td style="text-align:right;"> -47.03 </td> <td style="text-align:right;"> 3540.02 </td> <td style="text-align:right;"> 8.89 </td> <td style="text-align:right;"> 6 </td> <td style="text-align:right;"> 3.04 </td> <td style="text-align:right;"> 7.17 </td> <td style="text-align:right;"> 11.31 </td> <td style="text-align:left;"> A-302 </td> </tr> <tr> <td style="text-align:right;"> -73.88 </td> <td style="text-align:right;"> -47.33 </td> <td style="text-align:right;"> 3933.82 </td> <td style="text-align:right;"> 0.69 </td> <td style="text-align:right;"> 119 </td> <td style="text-align:right;"> 2.07 </td> <td style="text-align:right;"> 5.49 </td> <td style="text-align:right;"> 8.90 </td> <td style="text-align:left;"> A-303 </td> </tr> <tr> <td style="text-align:right;"> -71.58 </td> <td style="text-align:right;"> -34.17 </td> <td style="text-align:right;"> 445.99 </td> <td style="text-align:right;"> 3.75 </td> <td style="text-align:right;"> 237 </td> <td style="text-align:right;"> 7.28 </td> <td style="text-align:right;"> 14.75 </td> <td style="text-align:right;"> 22.23 </td> <td style="text-align:left;"> A-304 </td> </tr> <tr> <td style="text-align:right;"> -69.88 </td> <td style="text-align:right;"> -25.08 </td> <td style="text-align:right;"> 0.58 </td> <td style="text-align:right;"> 0.74 </td> <td style="text-align:right;"> 2111 </td> <td style="text-align:right;"> 5.88 </td> <td style="text-align:right;"> 14.50 </td> <td style="text-align:right;"> 23.12 </td> <td style="text-align:left;"> A-305 </td> </tr> <tr> <td style="text-align:right;"> -69.42 </td> <td style="text-align:right;"> -18.73 </td> <td style="text-align:right;"> 177.42 </td> <td style="text-align:right;"> 1.70 </td> <td style="text-align:right;"> 4392 </td> <td style="text-align:right;"> -4.27 </td> <td style="text-align:right;"> 2.42 </td> <td style="text-align:right;"> 9.11 </td> <td style="text-align:left;"> A-306 </td> </tr> <tr> <td style="text-align:right;"> -68.72 </td> <td style="text-align:right;"> -19.52 </td> <td style="text-align:right;"> 170.17 </td> <td style="text-align:right;"> 1.54 </td> <td style="text-align:right;"> 3978 </td> <td style="text-align:right;"> -2.15 </td> <td style="text-align:right;"> 6.10 </td> <td style="text-align:right;"> 14.35 </td> <td style="text-align:left;"> A-307 </td> </tr> <tr> <td style="text-align:right;"> -68.67 </td> <td style="text-align:right;"> -25.98 </td> <td style="text-align:right;"> 17.42 </td> <td style="text-align:right;"> 1.65 </td> <td style="text-align:right;"> 3974 </td> <td style="text-align:right;"> -3.32 </td> <td style="text-align:right;"> 5.26 </td> <td style="text-align:right;"> 13.85 </td> <td style="text-align:left;"> A-308 </td> </tr> <tr> <td style="text-align:right;"> -72.33 </td> <td style="text-align:right;"> -44.33 </td> <td style="text-align:right;"> 3459.11 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1493 </td> <td style="text-align:right;"> 0.41 </td> <td style="text-align:right;"> 5.24 </td> <td style="text-align:right;"> 10.07 </td> <td style="text-align:left;"> A-309 </td> </tr> <tr> <td style="text-align:right;"> -70.92 </td> <td style="text-align:right;"> -30.48 </td> <td style="text-align:right;"> 118.87 </td> <td style="text-align:right;"> 2.13 </td> <td style="text-align:right;"> 958 </td> <td style="text-align:right;"> 6.25 </td> <td style="text-align:right;"> 12.93 </td> <td style="text-align:right;"> 19.61 </td> <td style="text-align:left;"> A-310 </td> </tr> <tr> <td style="text-align:right;"> -68.72 </td> <td style="text-align:right;"> -24.18 </td> <td style="text-align:right;"> 13.80 </td> <td style="text-align:right;"> 0.79 </td> <td style="text-align:right;"> 3017 </td> <td style="text-align:right;"> -0.57 </td> <td style="text-align:right;"> 10.11 </td> <td style="text-align:right;"> 20.79 </td> <td style="text-align:left;"> A-311 </td> </tr> <tr> <td style="text-align:right;"> -69.28 </td> <td style="text-align:right;"> -27.33 </td> <td style="text-align:right;"> 12.11 </td> <td style="text-align:right;"> 1.13 </td> <td style="text-align:right;"> 4515 </td> <td style="text-align:right;"> -5.38 </td> <td style="text-align:right;"> 0.19 </td> <td style="text-align:right;"> 5.76 </td> <td style="text-align:left;"> A-312 </td> </tr> <tr> <td style="text-align:right;"> -70.58 </td> <td style="text-align:right;"> -26.98 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.07 </td> <td style="text-align:right;"> 844 </td> <td style="text-align:right;"> 8.50 </td> <td style="text-align:right;"> 14.17 </td> <td style="text-align:right;"> 19.84 </td> <td style="text-align:left;"> A-313 </td> </tr> <tr> <td style="text-align:right;"> -72.33 </td> <td style="text-align:right;"> -42.83 </td> <td style="text-align:right;"> 3768.18 </td> <td style="text-align:right;"> 2.62 </td> <td style="text-align:right;"> 1377 </td> <td style="text-align:right;"> -1.82 </td> <td style="text-align:right;"> 3.51 </td> <td style="text-align:right;"> 8.84 </td> <td style="text-align:left;"> A-314 </td> </tr> <tr> <td style="text-align:right;"> -69.38 </td> <td style="text-align:right;"> -18.82 </td> <td style="text-align:right;"> 162.67 </td> <td style="text-align:right;"> 1.48 </td> <td style="text-align:right;"> 4243 </td> <td style="text-align:right;"> -2.46 </td> <td style="text-align:right;"> 4.83 </td> <td style="text-align:right;"> 12.12 </td> <td style="text-align:left;"> A-315 </td> </tr> <tr> <td style="text-align:right;"> -71.28 </td> <td style="text-align:right;"> -36.88 </td> <td style="text-align:right;"> 1618.85 </td> <td style="text-align:right;"> 0.86 </td> <td style="text-align:right;"> 2032 </td> <td style="text-align:right;"> 1.30 </td> <td style="text-align:right;"> 7.03 </td> <td style="text-align:right;"> 12.77 </td> <td style="text-align:left;"> A-316 </td> </tr> <tr> <td style="text-align:right;"> -73.72 </td> <td style="text-align:right;"> -48.17 </td> <td style="text-align:right;"> 3469.65 </td> <td style="text-align:right;"> 6.92 </td> <td style="text-align:right;"> 39 </td> <td style="text-align:right;"> 1.81 </td> <td style="text-align:right;"> 5.67 </td> <td style="text-align:right;"> 9.54 </td> <td style="text-align:left;"> A-317 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -24.82 </td> <td style="text-align:right;"> 37.58 </td> <td style="text-align:right;"> 0.83 </td> <td style="text-align:right;"> 3635 </td> <td style="text-align:right;"> -3.65 </td> <td style="text-align:right;"> 4.15 </td> <td style="text-align:right;"> 11.95 </td> <td style="text-align:left;"> A-318 </td> </tr> <tr> <td style="text-align:right;"> -71.78 </td> <td style="text-align:right;"> -36.08 </td> <td style="text-align:right;"> 826.67 </td> <td style="text-align:right;"> 6.64 </td> <td style="text-align:right;"> 156 </td> <td style="text-align:right;"> 6.68 </td> <td style="text-align:right;"> 14.18 </td> <td style="text-align:right;"> 21.69 </td> <td style="text-align:left;"> A-319 </td> </tr> <tr> <td style="text-align:right;"> -74.67 </td> <td style="text-align:right;"> -47.92 </td> <td style="text-align:right;"> 2930.96 </td> <td style="text-align:right;"> 5.50 </td> <td style="text-align:right;"> 436 </td> <td style="text-align:right;"> 3.51 </td> <td style="text-align:right;"> 8.20 </td> <td style="text-align:right;"> 12.88 </td> <td style="text-align:left;"> A-320 </td> </tr> <tr> <td style="text-align:right;"> -69.97 </td> <td style="text-align:right;"> -20.42 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.07 </td> <td style="text-align:right;"> 1018 </td> <td style="text-align:right;"> 7.37 </td> <td style="text-align:right;"> 14.85 </td> <td style="text-align:right;"> 22.33 </td> <td style="text-align:left;"> A-321 </td> </tr> <tr> <td style="text-align:right;"> -70.22 </td> <td style="text-align:right;"> -27.42 </td> <td style="text-align:right;"> 2.18 </td> <td style="text-align:right;"> 0.31 </td> <td style="text-align:right;"> 821 </td> <td style="text-align:right;"> 8.55 </td> <td style="text-align:right;"> 15.75 </td> <td style="text-align:right;"> 22.95 </td> <td style="text-align:left;"> A-322 </td> </tr> <tr> <td style="text-align:right;"> -69.22 </td> <td style="text-align:right;"> -18.88 </td> <td style="text-align:right;"> 191.90 </td> <td style="text-align:right;"> 1.74 </td> <td style="text-align:right;"> 4074 </td> <td style="text-align:right;"> -1.85 </td> <td style="text-align:right;"> 5.33 </td> <td style="text-align:right;"> 12.51 </td> <td style="text-align:left;"> A-323 </td> </tr> <tr> <td style="text-align:right;"> -72.17 </td> <td style="text-align:right;"> -45.73 </td> <td style="text-align:right;"> 1284.21 </td> <td style="text-align:right;"> 7.24 </td> <td style="text-align:right;"> 318 </td> <td style="text-align:right;"> 3.95 </td> <td style="text-align:right;"> 8.65 </td> <td style="text-align:right;"> 13.36 </td> <td style="text-align:left;"> A-324 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -53.08 </td> <td style="text-align:right;"> 269.13 </td> <td style="text-align:right;"> 6.60 </td> <td style="text-align:right;"> 148 </td> <td style="text-align:right;"> 0.85 </td> <td style="text-align:right;"> 5.62 </td> <td style="text-align:right;"> 10.39 </td> <td style="text-align:left;"> A-325 </td> </tr> <tr> <td style="text-align:right;"> -69.42 </td> <td style="text-align:right;"> -54.58 </td> <td style="text-align:right;"> 1481.50 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1005 </td> <td style="text-align:right;"> -1.92 </td> <td style="text-align:right;"> 0.98 </td> <td style="text-align:right;"> 3.87 </td> <td style="text-align:left;"> A-326 </td> </tr> <tr> <td style="text-align:right;"> -71.42 </td> <td style="text-align:right;"> -30.83 </td> <td style="text-align:right;"> 87.16 </td> <td style="text-align:right;"> 3.00 </td> <td style="text-align:right;"> 278 </td> <td style="text-align:right;"> 8.32 </td> <td style="text-align:right;"> 15.33 </td> <td style="text-align:right;"> 22.35 </td> <td style="text-align:left;"> A-327 </td> </tr> <tr> <td style="text-align:right;"> -72.97 </td> <td style="text-align:right;"> -44.42 </td> <td style="text-align:right;"> 3100.08 </td> <td style="text-align:right;"> 9.09 </td> <td style="text-align:right;"> 537 </td> <td style="text-align:right;"> 2.22 </td> <td style="text-align:right;"> 6.81 </td> <td style="text-align:right;"> 11.41 </td> <td style="text-align:left;"> A-328 </td> </tr> <tr> <td style="text-align:right;"> -74.47 </td> <td style="text-align:right;"> -47.98 </td> <td style="text-align:right;"> 3180.60 </td> <td style="text-align:right;"> 2.79 </td> <td style="text-align:right;"> 770 </td> <td style="text-align:right;"> 0.77 </td> <td style="text-align:right;"> 5.60 </td> <td style="text-align:right;"> 10.44 </td> <td style="text-align:left;"> A-329 </td> </tr> <tr> <td style="text-align:right;"> -68.53 </td> <td style="text-align:right;"> -23.77 </td> <td style="text-align:right;"> 2.13 </td> <td style="text-align:right;"> 0.83 </td> <td style="text-align:right;"> 2309 </td> <td style="text-align:right;"> 5.45 </td> <td style="text-align:right;"> 15.93 </td> <td style="text-align:right;"> 26.41 </td> <td style="text-align:left;"> A-330 </td> </tr> <tr> <td style="text-align:right;"> -73.17 </td> <td style="text-align:right;"> -44.62 </td> <td style="text-align:right;"> 3627.88 </td> <td style="text-align:right;"> 8.57 </td> <td style="text-align:right;"> 463 </td> <td style="text-align:right;"> 2.88 </td> <td style="text-align:right;"> 7.26 </td> <td style="text-align:right;"> 11.64 </td> <td style="text-align:left;"> A-331 </td> </tr> <tr> <td style="text-align:right;"> -69.62 </td> <td style="text-align:right;"> -20.68 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.19 </td> <td style="text-align:right;"> 971 </td> <td style="text-align:right;"> 6.33 </td> <td style="text-align:right;"> 16.83 </td> <td style="text-align:right;"> 27.32 </td> <td style="text-align:left;"> A-332 </td> </tr> <tr> <td style="text-align:right;"> -69.92 </td> <td style="text-align:right;"> -21.68 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.81 </td> <td style="text-align:right;"> 1676 </td> <td style="text-align:right;"> 5.20 </td> <td style="text-align:right;"> 12.16 </td> <td style="text-align:right;"> 19.12 </td> <td style="text-align:left;"> A-333 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -23.62 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.85 </td> <td style="text-align:right;"> 1553 </td> <td style="text-align:right;"> 5.94 </td> <td style="text-align:right;"> 16.25 </td> <td style="text-align:right;"> 26.55 </td> <td style="text-align:left;"> A-334 </td> </tr> <tr> <td style="text-align:right;"> -72.17 </td> <td style="text-align:right;"> -36.67 </td> <td style="text-align:right;"> 899.60 </td> <td style="text-align:right;"> 8.32 </td> <td style="text-align:right;"> 126 </td> <td style="text-align:right;"> 6.58 </td> <td style="text-align:right;"> 14.02 </td> <td style="text-align:right;"> 21.46 </td> <td style="text-align:left;"> A-335 </td> </tr> <tr> <td style="text-align:right;"> -70.08 </td> <td style="text-align:right;"> -19.58 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.93 </td> <td style="text-align:right;"> 1278 </td> <td style="text-align:right;"> 8.91 </td> <td style="text-align:right;"> 13.59 </td> <td style="text-align:right;"> 18.27 </td> <td style="text-align:left;"> A-336 </td> </tr> <tr> <td style="text-align:right;"> -68.62 </td> <td style="text-align:right;"> -25.88 </td> <td style="text-align:right;"> 25.72 </td> <td style="text-align:right;"> 0.45 </td> <td style="text-align:right;"> 5034 </td> <td style="text-align:right;"> -5.54 </td> <td style="text-align:right;"> 2.34 </td> <td style="text-align:right;"> 10.23 </td> <td style="text-align:left;"> A-337 </td> </tr> <tr> <td style="text-align:right;"> -72.83 </td> <td style="text-align:right;"> -47.03 </td> <td style="text-align:right;"> 1275.52 </td> <td style="text-align:right;"> 7.17 </td> <td style="text-align:right;"> 575 </td> <td style="text-align:right;"> 2.42 </td> <td style="text-align:right;"> 7.33 </td> <td style="text-align:right;"> 12.25 </td> <td style="text-align:left;"> A-338 </td> </tr> <tr> <td style="text-align:right;"> -73.97 </td> <td style="text-align:right;"> -48.03 </td> <td style="text-align:right;"> 3241.03 </td> <td style="text-align:right;"> 6.34 </td> <td style="text-align:right;"> 321 </td> <td style="text-align:right;"> 3.85 </td> <td style="text-align:right;"> 7.70 </td> <td style="text-align:right;"> 11.55 </td> <td style="text-align:left;"> A-339 </td> </tr> <tr> <td style="text-align:right;"> -69.22 </td> <td style="text-align:right;"> -20.68 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.60 </td> <td style="text-align:right;"> 1991 </td> <td style="text-align:right;"> 7.84 </td> <td style="text-align:right;"> 15.99 </td> <td style="text-align:right;"> 24.14 </td> <td style="text-align:left;"> A-340 </td> </tr> <tr> <td style="text-align:right;"> -72.28 </td> <td style="text-align:right;"> -41.38 </td> <td style="text-align:right;"> 2435.20 </td> <td style="text-align:right;"> 9.98 </td> <td style="text-align:right;"> 332 </td> <td style="text-align:right;"> 5.11 </td> <td style="text-align:right;"> 9.94 </td> <td style="text-align:right;"> 14.76 </td> <td style="text-align:left;"> A-341 </td> </tr> <tr> <td style="text-align:right;"> -73.58 </td> <td style="text-align:right;"> -40.12 </td> <td style="text-align:right;"> 3159.50 </td> <td style="text-align:right;"> 10.44 </td> <td style="text-align:right;"> 227 </td> <td style="text-align:right;"> 5.33 </td> <td style="text-align:right;"> 10.00 </td> <td style="text-align:right;"> 14.67 </td> <td style="text-align:left;"> A-342 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -54.18 </td> <td style="text-align:right;"> 733.57 </td> <td style="text-align:right;"> 0.36 </td> <td style="text-align:right;"> 119 </td> <td style="text-align:right;"> 1.55 </td> <td style="text-align:right;"> 5.02 </td> <td style="text-align:right;"> 8.50 </td> <td style="text-align:left;"> A-343 </td> </tr> <tr> <td style="text-align:right;"> -72.22 </td> <td style="text-align:right;"> -36.17 </td> <td style="text-align:right;"> 784.74 </td> <td style="text-align:right;"> 5.28 </td> <td style="text-align:right;"> 171 </td> <td style="text-align:right;"> 6.98 </td> <td style="text-align:right;"> 14.10 </td> <td style="text-align:right;"> 21.22 </td> <td style="text-align:left;"> A-344 </td> </tr> <tr> <td style="text-align:right;"> -74.47 </td> <td style="text-align:right;"> -48.12 </td> <td style="text-align:right;"> 2828.61 </td> <td style="text-align:right;"> 7.50 </td> <td style="text-align:right;"> 167 </td> <td style="text-align:right;"> 2.93 </td> <td style="text-align:right;"> 7.16 </td> <td style="text-align:right;"> 11.40 </td> <td style="text-align:left;"> A-345 </td> </tr> <tr> <td style="text-align:right;"> -67.47 </td> <td style="text-align:right;"> -23.12 </td> <td style="text-align:right;"> 98.44 </td> <td style="text-align:right;"> 1.26 </td> <td style="text-align:right;"> 4819 </td> <td style="text-align:right;"> -7.30 </td> <td style="text-align:right;"> -0.01 </td> <td style="text-align:right;"> 7.29 </td> <td style="text-align:left;"> A-346 </td> </tr> <tr> <td style="text-align:right;"> -67.92 </td> <td style="text-align:right;"> -22.52 </td> <td style="text-align:right;"> 106.64 </td> <td style="text-align:right;"> 1.20 </td> <td style="text-align:right;"> 4423 </td> <td style="text-align:right;"> -4.59 </td> <td style="text-align:right;"> 2.51 </td> <td style="text-align:right;"> 9.60 </td> <td style="text-align:left;"> A-347 </td> </tr> <tr> <td style="text-align:right;"> -68.97 </td> <td style="text-align:right;"> -24.77 </td> <td style="text-align:right;"> 10.87 </td> <td style="text-align:right;"> 0.93 </td> <td style="text-align:right;"> 3015 </td> <td style="text-align:right;"> 1.18 </td> <td style="text-align:right;"> 10.55 </td> <td style="text-align:right;"> 19.91 </td> <td style="text-align:left;"> A-348 </td> </tr> <tr> <td style="text-align:right;"> -67.83 </td> <td style="text-align:right;"> -24.23 </td> <td style="text-align:right;"> 109.07 </td> <td style="text-align:right;"> 0.79 </td> <td style="text-align:right;"> 4539 </td> <td style="text-align:right;"> -3.26 </td> <td style="text-align:right;"> 2.60 </td> <td style="text-align:right;"> 8.45 </td> <td style="text-align:left;"> A-349 </td> </tr> <tr> <td style="text-align:right;"> -70.38 </td> <td style="text-align:right;"> -34.53 </td> <td style="text-align:right;"> 1277.05 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 4008 </td> <td style="text-align:right;"> 0.87 </td> <td style="text-align:right;"> 3.75 </td> <td style="text-align:right;"> 6.62 </td> <td style="text-align:left;"> A-350 </td> </tr> <tr> <td style="text-align:right;"> -72.33 </td> <td style="text-align:right;"> -37.58 </td> <td style="text-align:right;"> 1054.81 </td> <td style="text-align:right;"> 7.89 </td> <td style="text-align:right;"> 115 </td> <td style="text-align:right;"> 6.72 </td> <td style="text-align:right;"> 13.53 </td> <td style="text-align:right;"> 20.34 </td> <td style="text-align:left;"> A-351 </td> </tr> <tr> <td style="text-align:right;"> -72.62 </td> <td style="text-align:right;"> -40.92 </td> <td style="text-align:right;"> 2177.52 </td> <td style="text-align:right;"> 8.85 </td> <td style="text-align:right;"> 240 </td> <td style="text-align:right;"> 5.72 </td> <td style="text-align:right;"> 10.56 </td> <td style="text-align:right;"> 15.40 </td> <td style="text-align:left;"> A-352 </td> </tr> <tr> <td style="text-align:right;"> -71.67 </td> <td style="text-align:right;"> -37.17 </td> <td style="text-align:right;"> 1647.56 </td> <td style="text-align:right;"> 9.69 </td> <td style="text-align:right;"> 734 </td> <td style="text-align:right;"> 5.28 </td> <td style="text-align:right;"> 10.77 </td> <td style="text-align:right;"> 16.27 </td> <td style="text-align:left;"> A-353 </td> </tr> <tr> <td style="text-align:right;"> -74.03 </td> <td style="text-align:right;"> -51.18 </td> <td style="text-align:right;"> 2895.99 </td> <td style="text-align:right;"> 5.47 </td> <td style="text-align:right;"> 42 </td> <td style="text-align:right;"> 2.34 </td> <td style="text-align:right;"> 5.92 </td> <td style="text-align:right;"> 9.49 </td> <td style="text-align:left;"> A-354 </td> </tr> <tr> <td style="text-align:right;"> -71.67 </td> <td style="text-align:right;"> -38.62 </td> <td style="text-align:right;"> 2375.07 </td> <td style="text-align:right;"> 1.74 </td> <td style="text-align:right;"> 1584 </td> <td style="text-align:right;"> 1.40 </td> <td style="text-align:right;"> 6.83 </td> <td style="text-align:right;"> 12.26 </td> <td style="text-align:left;"> A-355 </td> </tr> <tr> <td style="text-align:right;"> -69.42 </td> <td style="text-align:right;"> -27.68 </td> <td style="text-align:right;"> 24.95 </td> <td style="text-align:right;"> 1.23 </td> <td style="text-align:right;"> 3612 </td> <td style="text-align:right;"> 0.80 </td> <td style="text-align:right;"> 6.78 </td> <td style="text-align:right;"> 12.77 </td> <td style="text-align:left;"> A-356 </td> </tr> <tr> <td style="text-align:right;"> -69.22 </td> <td style="text-align:right;"> -24.73 </td> <td style="text-align:right;"> 9.42 </td> <td style="text-align:right;"> 0.75 </td> <td style="text-align:right;"> 3128 </td> <td style="text-align:right;"> -1.32 </td> <td style="text-align:right;"> 7.01 </td> <td style="text-align:right;"> 15.33 </td> <td style="text-align:left;"> A-357 </td> </tr> <tr> <td style="text-align:right;"> -70.28 </td> <td style="text-align:right;"> -32.92 </td> <td style="text-align:right;"> 181.54 </td> <td style="text-align:right;"> 3.66 </td> <td style="text-align:right;"> 1598 </td> <td style="text-align:right;"> 2.77 </td> <td style="text-align:right;"> 9.69 </td> <td style="text-align:right;"> 16.62 </td> <td style="text-align:left;"> A-358 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -19.27 </td> <td style="text-align:right;"> 166.11 </td> <td style="text-align:right;"> 1.22 </td> <td style="text-align:right;"> 4337 </td> <td style="text-align:right;"> -3.86 </td> <td style="text-align:right;"> 3.22 </td> <td style="text-align:right;"> 10.31 </td> <td style="text-align:left;"> A-359 </td> </tr> <tr> <td style="text-align:right;"> -69.67 </td> <td style="text-align:right;"> -19.27 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.42 </td> <td style="text-align:right;"> 1817 </td> <td style="text-align:right;"> 9.23 </td> <td style="text-align:right;"> 17.09 </td> <td style="text-align:right;"> 24.95 </td> <td style="text-align:left;"> A-360 </td> </tr> <tr> <td style="text-align:right;"> -68.88 </td> <td style="text-align:right;"> -20.27 </td> <td style="text-align:right;"> 79.32 </td> <td style="text-align:right;"> 1.73 </td> <td style="text-align:right;"> 4021 </td> <td style="text-align:right;"> -3.64 </td> <td style="text-align:right;"> 4.99 </td> <td style="text-align:right;"> 13.63 </td> <td style="text-align:left;"> A-361 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -19.42 </td> <td style="text-align:right;"> 2.01 </td> <td style="text-align:right;"> 0.54 </td> <td style="text-align:right;"> 2227 </td> <td style="text-align:right;"> 7.75 </td> <td style="text-align:right;"> 14.84 </td> <td style="text-align:right;"> 21.93 </td> <td style="text-align:left;"> A-362 </td> </tr> <tr> <td style="text-align:right;"> -73.33 </td> <td style="text-align:right;"> -47.08 </td> <td style="text-align:right;"> 2889.15 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 801 </td> <td style="text-align:right;"> 1.01 </td> <td style="text-align:right;"> 4.63 </td> <td style="text-align:right;"> 8.25 </td> <td style="text-align:left;"> A-363 </td> </tr> <tr> <td style="text-align:right;"> -70.88 </td> <td style="text-align:right;"> -35.58 </td> <td style="text-align:right;"> 1677.78 </td> <td style="text-align:right;"> 0.44 </td> <td style="text-align:right;"> 2483 </td> <td style="text-align:right;"> 2.75 </td> <td style="text-align:right;"> 8.26 </td> <td style="text-align:right;"> 13.77 </td> <td style="text-align:left;"> A-364 </td> </tr> <tr> <td style="text-align:right;"> -72.58 </td> <td style="text-align:right;"> -52.23 </td> <td style="text-align:right;"> 1507.45 </td> <td style="text-align:right;"> 9.20 </td> <td style="text-align:right;"> 99 </td> <td style="text-align:right;"> 2.26 </td> <td style="text-align:right;"> 5.74 </td> <td style="text-align:right;"> 9.22 </td> <td style="text-align:left;"> A-365 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -22.88 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.86 </td> <td style="text-align:right;"> 1518 </td> <td style="text-align:right;"> 2.00 </td> <td style="text-align:right;"> 15.59 </td> <td style="text-align:right;"> 29.18 </td> <td style="text-align:left;"> A-366 </td> </tr> <tr> <td style="text-align:right;"> -69.28 </td> <td style="text-align:right;"> -26.88 </td> <td style="text-align:right;"> 19.83 </td> <td style="text-align:right;"> 0.76 </td> <td style="text-align:right;"> 3849 </td> <td style="text-align:right;"> -2.04 </td> <td style="text-align:right;"> 4.94 </td> <td style="text-align:right;"> 11.91 </td> <td style="text-align:left;"> A-367 </td> </tr> <tr> <td style="text-align:right;"> -71.53 </td> <td style="text-align:right;"> -33.83 </td> <td style="text-align:right;"> 418.61 </td> <td style="text-align:right;"> 5.73 </td> <td style="text-align:right;"> 264 </td> <td style="text-align:right;"> 7.26 </td> <td style="text-align:right;"> 14.21 </td> <td style="text-align:right;"> 21.17 </td> <td style="text-align:left;"> A-368 </td> </tr> <tr> <td style="text-align:right;"> -74.33 </td> <td style="text-align:right;"> -43.12 </td> <td style="text-align:right;"> 1599.26 </td> <td style="text-align:right;"> 9.76 </td> <td style="text-align:right;"> 40 </td> <td style="text-align:right;"> 7.12 </td> <td style="text-align:right;"> 11.01 </td> <td style="text-align:right;"> 14.89 </td> <td style="text-align:left;"> A-369 </td> </tr> <tr> <td style="text-align:right;"> -71.62 </td> <td style="text-align:right;"> -37.28 </td> <td style="text-align:right;"> 1968.27 </td> <td style="text-align:right;"> 8.76 </td> <td style="text-align:right;"> 1360 </td> <td style="text-align:right;"> 3.69 </td> <td style="text-align:right;"> 9.22 </td> <td style="text-align:right;"> 14.76 </td> <td style="text-align:left;"> A-370 </td> </tr> <tr> <td style="text-align:right;"> -70.83 </td> <td style="text-align:right;"> -29.42 </td> <td style="text-align:right;"> 26.79 </td> <td style="text-align:right;"> 1.21 </td> <td style="text-align:right;"> 908 </td> <td style="text-align:right;"> 9.45 </td> <td style="text-align:right;"> 15.91 </td> <td style="text-align:right;"> 22.37 </td> <td style="text-align:left;"> A-371 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -21.38 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.74 </td> <td style="text-align:right;"> 802 </td> <td style="text-align:right;"> 5.76 </td> <td style="text-align:right;"> 17.44 </td> <td style="text-align:right;"> 29.11 </td> <td style="text-align:left;"> A-372 </td> </tr> <tr> <td style="text-align:right;"> -70.08 </td> <td style="text-align:right;"> -24.32 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.23 </td> <td style="text-align:right;"> 1633 </td> <td style="text-align:right;"> 6.04 </td> <td style="text-align:right;"> 15.12 </td> <td style="text-align:right;"> 24.21 </td> <td style="text-align:left;"> A-373 </td> </tr> <tr> <td style="text-align:right;"> -68.62 </td> <td style="text-align:right;"> -25.88 </td> <td style="text-align:right;"> 25.72 </td> <td style="text-align:right;"> 0.44 </td> <td style="text-align:right;"> 4872 </td> <td style="text-align:right;"> -5.54 </td> <td style="text-align:right;"> 2.34 </td> <td style="text-align:right;"> 10.23 </td> <td style="text-align:left;"> A-374 </td> </tr> <tr> <td style="text-align:right;"> -73.92 </td> <td style="text-align:right;"> -42.23 </td> <td style="text-align:right;"> 2592.88 </td> <td style="text-align:right;"> 9.47 </td> <td style="text-align:right;"> 567 </td> <td style="text-align:right;"> 4.32 </td> <td style="text-align:right;"> 9.35 </td> <td style="text-align:right;"> 14.38 </td> <td style="text-align:left;"> A-375 </td> </tr> <tr> <td style="text-align:right;"> -71.72 </td> <td style="text-align:right;"> -33.98 </td> <td style="text-align:right;"> 440.41 </td> <td style="text-align:right;"> 6.32 </td> <td style="text-align:right;"> 129 </td> <td style="text-align:right;"> 7.73 </td> <td style="text-align:right;"> 14.51 </td> <td style="text-align:right;"> 21.29 </td> <td style="text-align:left;"> A-376 </td> </tr> <tr> <td style="text-align:right;"> -72.97 </td> <td style="text-align:right;"> -46.33 </td> <td style="text-align:right;"> 2692.59 </td> <td style="text-align:right;"> 6.20 </td> <td style="text-align:right;"> 507 </td> <td style="text-align:right;"> 0.34 </td> <td style="text-align:right;"> 4.85 </td> <td style="text-align:right;"> 9.35 </td> <td style="text-align:left;"> A-377 </td> </tr> <tr> <td style="text-align:right;"> -70.28 </td> <td style="text-align:right;"> -24.32 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.27 </td> <td style="text-align:right;"> 1953 </td> <td style="text-align:right;"> 5.84 </td> <td style="text-align:right;"> 11.64 </td> <td style="text-align:right;"> 17.44 </td> <td style="text-align:left;"> A-378 </td> </tr> <tr> <td style="text-align:right;"> -74.83 </td> <td style="text-align:right;"> -48.58 </td> <td style="text-align:right;"> 2774.93 </td> <td style="text-align:right;"> 4.59 </td> <td style="text-align:right;"> 220 </td> <td style="text-align:right;"> 1.28 </td> <td style="text-align:right;"> 5.81 </td> <td style="text-align:right;"> 10.34 </td> <td style="text-align:left;"> A-379 </td> </tr> <tr> <td style="text-align:right;"> -70.78 </td> <td style="text-align:right;"> -34.67 </td> <td style="text-align:right;"> 966.01 </td> <td style="text-align:right;"> 3.39 </td> <td style="text-align:right;"> 2053 </td> <td style="text-align:right;"> 6.36 </td> <td style="text-align:right;"> 11.42 </td> <td style="text-align:right;"> 16.48 </td> <td style="text-align:left;"> A-380 </td> </tr> <tr> <td style="text-align:right;"> -70.92 </td> <td style="text-align:right;"> -31.48 </td> <td style="text-align:right;"> 188.94 </td> <td style="text-align:right;"> 3.29 </td> <td style="text-align:right;"> 1621 </td> <td style="text-align:right;"> 6.13 </td> <td style="text-align:right;"> 12.75 </td> <td style="text-align:right;"> 19.37 </td> <td style="text-align:left;"> A-381 </td> </tr> <tr> <td style="text-align:right;"> -70.12 </td> <td style="text-align:right;"> -23.77 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.41 </td> <td style="text-align:right;"> 864 </td> <td style="text-align:right;"> 7.54 </td> <td style="text-align:right;"> 15.40 </td> <td style="text-align:right;"> 23.26 </td> <td style="text-align:left;"> A-382 </td> </tr> <tr> <td style="text-align:right;"> -70.47 </td> <td style="text-align:right;"> -52.23 </td> <td style="text-align:right;"> 182.13 </td> <td style="text-align:right;"> 4.57 </td> <td style="text-align:right;"> 203 </td> <td style="text-align:right;"> 0.84 </td> <td style="text-align:right;"> 6.00 </td> <td style="text-align:right;"> 11.16 </td> <td style="text-align:left;"> A-383 </td> </tr> <tr> <td style="text-align:right;"> -68.58 </td> <td style="text-align:right;"> -25.68 </td> <td style="text-align:right;"> 17.62 </td> <td style="text-align:right;"> 0.54 </td> <td style="text-align:right;"> 3958 </td> <td style="text-align:right;"> -2.18 </td> <td style="text-align:right;"> 5.97 </td> <td style="text-align:right;"> 14.12 </td> <td style="text-align:left;"> A-384 </td> </tr> <tr> <td style="text-align:right;"> -69.22 </td> <td style="text-align:right;"> -22.32 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.73 </td> <td style="text-align:right;"> 2194 </td> <td style="text-align:right;"> 7.71 </td> <td style="text-align:right;"> 17.19 </td> <td style="text-align:right;"> 26.68 </td> <td style="text-align:left;"> A-385 </td> </tr> <tr> <td style="text-align:right;"> -74.47 </td> <td style="text-align:right;"> -46.33 </td> <td style="text-align:right;"> 2167.52 </td> <td style="text-align:right;"> 7.94 </td> <td style="text-align:right;"> 622 </td> <td style="text-align:right;"> 2.52 </td> <td style="text-align:right;"> 7.57 </td> <td style="text-align:right;"> 12.63 </td> <td style="text-align:left;"> A-386 </td> </tr> <tr> <td style="text-align:right;"> -71.97 </td> <td style="text-align:right;"> -47.12 </td> <td style="text-align:right;"> 389.13 </td> <td style="text-align:right;"> 3.02 </td> <td style="text-align:right;"> 1071 </td> <td style="text-align:right;"> -5.49 </td> <td style="text-align:right;"> 0.52 </td> <td style="text-align:right;"> 6.53 </td> <td style="text-align:left;"> A-387 </td> </tr> <tr> <td style="text-align:right;"> -71.88 </td> <td style="text-align:right;"> -46.67 </td> <td style="text-align:right;"> 346.41 </td> <td style="text-align:right;"> 0.32 </td> <td style="text-align:right;"> 1784 </td> <td style="text-align:right;"> -5.78 </td> <td style="text-align:right;"> 0.59 </td> <td style="text-align:right;"> 6.97 </td> <td style="text-align:left;"> A-388 </td> </tr> <tr> <td style="text-align:right;"> -68.33 </td> <td style="text-align:right;"> -23.58 </td> <td style="text-align:right;"> 2.43 </td> <td style="text-align:right;"> 0.85 </td> <td style="text-align:right;"> 2304 </td> <td style="text-align:right;"> 6.78 </td> <td style="text-align:right;"> 15.89 </td> <td style="text-align:right;"> 25.00 </td> <td style="text-align:left;"> A-389 </td> </tr> <tr> <td style="text-align:right;"> -75.08 </td> <td style="text-align:right;"> -48.42 </td> <td style="text-align:right;"> 2654.15 </td> <td style="text-align:right;"> 4.44 </td> <td style="text-align:right;"> 506 </td> <td style="text-align:right;"> 2.98 </td> <td style="text-align:right;"> 7.42 </td> <td style="text-align:right;"> 11.85 </td> <td style="text-align:left;"> A-390 </td> </tr> <tr> <td style="text-align:right;"> -71.97 </td> <td style="text-align:right;"> -40.88 </td> <td style="text-align:right;"> 3447.30 </td> <td style="text-align:right;"> 5.65 </td> <td style="text-align:right;"> 1315 </td> <td style="text-align:right;"> 1.61 </td> <td style="text-align:right;"> 6.85 </td> <td style="text-align:right;"> 12.08 </td> <td style="text-align:left;"> A-391 </td> </tr> <tr> <td style="text-align:right;"> -71.88 </td> <td style="text-align:right;"> -42.08 </td> <td style="text-align:right;"> 2765.11 </td> <td style="text-align:right;"> 5.92 </td> <td style="text-align:right;"> 1049 </td> <td style="text-align:right;"> 3.55 </td> <td style="text-align:right;"> 8.95 </td> <td style="text-align:right;"> 14.36 </td> <td style="text-align:left;"> A-392 </td> </tr> <tr> <td style="text-align:right;"> -70.72 </td> <td style="text-align:right;"> -30.38 </td> <td style="text-align:right;"> 100.96 </td> <td style="text-align:right;"> 1.69 </td> <td style="text-align:right;"> 1386 </td> <td style="text-align:right;"> 8.09 </td> <td style="text-align:right;"> 15.59 </td> <td style="text-align:right;"> 23.08 </td> <td style="text-align:left;"> A-393 </td> </tr> <tr> <td style="text-align:right;"> -73.58 </td> <td style="text-align:right;"> -47.17 </td> <td style="text-align:right;"> 3417.48 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1694 </td> <td style="text-align:right;"> -5.33 </td> <td style="text-align:right;"> -1.30 </td> <td style="text-align:right;"> 2.73 </td> <td style="text-align:left;"> A-394 </td> </tr> <tr> <td style="text-align:right;"> -70.92 </td> <td style="text-align:right;"> -29.92 </td> <td style="text-align:right;"> 66.68 </td> <td style="text-align:right;"> 1.91 </td> <td style="text-align:right;"> 671 </td> <td style="text-align:right;"> 9.54 </td> <td style="text-align:right;"> 16.28 </td> <td style="text-align:right;"> 23.03 </td> <td style="text-align:left;"> A-395 </td> </tr> <tr> <td style="text-align:right;"> -72.28 </td> <td style="text-align:right;"> -42.48 </td> <td style="text-align:right;"> 3503.08 </td> <td style="text-align:right;"> 8.53 </td> <td style="text-align:right;"> 46 </td> <td style="text-align:right;"> 4.02 </td> <td style="text-align:right;"> 8.85 </td> <td style="text-align:right;"> 13.68 </td> <td style="text-align:left;"> A-396 </td> </tr> <tr> <td style="text-align:right;"> -72.38 </td> <td style="text-align:right;"> -45.92 </td> <td style="text-align:right;"> 1706.06 </td> <td style="text-align:right;"> 6.67 </td> <td style="text-align:right;"> 584 </td> <td style="text-align:right;"> 0.47 </td> <td style="text-align:right;"> 5.15 </td> <td style="text-align:right;"> 9.83 </td> <td style="text-align:left;"> A-397 </td> </tr> <tr> <td style="text-align:right;"> -72.72 </td> <td style="text-align:right;"> -40.62 </td> <td style="text-align:right;"> 1749.31 </td> <td style="text-align:right;"> 9.43 </td> <td style="text-align:right;"> 130 </td> <td style="text-align:right;"> 6.01 </td> <td style="text-align:right;"> 11.44 </td> <td style="text-align:right;"> 16.87 </td> <td style="text-align:left;"> A-398 </td> </tr> <tr> <td style="text-align:right;"> -70.97 </td> <td style="text-align:right;"> -36.08 </td> <td style="text-align:right;"> 1590.03 </td> <td style="text-align:right;"> 0.15 </td> <td style="text-align:right;"> 2456 </td> <td style="text-align:right;"> 1.57 </td> <td style="text-align:right;"> 8.07 </td> <td style="text-align:right;"> 14.56 </td> <td style="text-align:left;"> A-399 </td> </tr> <tr> <td style="text-align:right;"> -69.28 </td> <td style="text-align:right;"> -21.62 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.78 </td> <td style="text-align:right;"> 1263 </td> <td style="text-align:right;"> 9.00 </td> <td style="text-align:right;"> 17.98 </td> <td style="text-align:right;"> 26.96 </td> <td style="text-align:left;"> A-400 </td> </tr> <tr> <td style="text-align:right;"> -73.08 </td> <td style="text-align:right;"> -37.98 </td> <td style="text-align:right;"> 1085.03 </td> <td style="text-align:right;"> 10.02 </td> <td style="text-align:right;"> 224 </td> <td style="text-align:right;"> 6.42 </td> <td style="text-align:right;"> 12.12 </td> <td style="text-align:right;"> 17.82 </td> <td style="text-align:left;"> A-401 </td> </tr> <tr> <td style="text-align:right;"> -69.67 </td> <td style="text-align:right;"> -19.08 </td> <td style="text-align:right;"> 1.21 </td> <td style="text-align:right;"> 0.59 </td> <td style="text-align:right;"> 2019 </td> <td style="text-align:right;"> 7.15 </td> <td style="text-align:right;"> 14.28 </td> <td style="text-align:right;"> 21.40 </td> <td style="text-align:left;"> A-402 </td> </tr> <tr> <td style="text-align:right;"> -68.42 </td> <td style="text-align:right;"> -21.77 </td> <td style="text-align:right;"> 104.45 </td> <td style="text-align:right;"> 0.85 </td> <td style="text-align:right;"> 3774 </td> <td style="text-align:right;"> -1.46 </td> <td style="text-align:right;"> 7.02 </td> <td style="text-align:right;"> 15.49 </td> <td style="text-align:left;"> A-403 </td> </tr> <tr> <td style="text-align:right;"> -71.42 </td> <td style="text-align:right;"> -36.33 </td> <td style="text-align:right;"> 1650.59 </td> <td style="text-align:right;"> 8.68 </td> <td style="text-align:right;"> 801 </td> <td style="text-align:right;"> 4.82 </td> <td style="text-align:right;"> 10.95 </td> <td style="text-align:right;"> 17.09 </td> <td style="text-align:left;"> A-404 </td> </tr> <tr> <td style="text-align:right;"> -71.78 </td> <td style="text-align:right;"> -35.28 </td> <td style="text-align:right;"> 602.49 </td> <td style="text-align:right;"> 6.14 </td> <td style="text-align:right;"> 91 </td> <td style="text-align:right;"> 7.21 </td> <td style="text-align:right;"> 14.93 </td> <td style="text-align:right;"> 22.66 </td> <td style="text-align:left;"> A-405 </td> </tr> <tr> <td style="text-align:right;"> -68.97 </td> <td style="text-align:right;"> -26.88 </td> <td style="text-align:right;"> 26.69 </td> <td style="text-align:right;"> 0.29 </td> <td style="text-align:right;"> 4467 </td> <td style="text-align:right;"> -3.59 </td> <td style="text-align:right;"> 4.29 </td> <td style="text-align:right;"> 12.17 </td> <td style="text-align:left;"> A-406 </td> </tr> <tr> <td style="text-align:right;"> -71.38 </td> <td style="text-align:right;"> -30.73 </td> <td style="text-align:right;"> 70.61 </td> <td style="text-align:right;"> 3.64 </td> <td style="text-align:right;"> 214 </td> <td style="text-align:right;"> 7.95 </td> <td style="text-align:right;"> 15.38 </td> <td style="text-align:right;"> 22.81 </td> <td style="text-align:left;"> A-407 </td> </tr> <tr> <td style="text-align:right;"> -69.42 </td> <td style="text-align:right;"> -26.73 </td> <td style="text-align:right;"> 48.44 </td> <td style="text-align:right;"> 0.73 </td> <td style="text-align:right;"> 4060 </td> <td style="text-align:right;"> -2.21 </td> <td style="text-align:right;"> 3.93 </td> <td style="text-align:right;"> 10.07 </td> <td style="text-align:left;"> A-408 </td> </tr> <tr> <td style="text-align:right;"> -70.22 </td> <td style="text-align:right;"> -28.12 </td> <td style="text-align:right;"> 14.45 </td> <td style="text-align:right;"> 1.29 </td> <td style="text-align:right;"> 1822 </td> <td style="text-align:right;"> 6.63 </td> <td style="text-align:right;"> 13.97 </td> <td style="text-align:right;"> 21.32 </td> <td style="text-align:left;"> A-409 </td> </tr> <tr> <td style="text-align:right;"> -69.83 </td> <td style="text-align:right;"> -25.18 </td> <td style="text-align:right;"> 1.05 </td> <td style="text-align:right;"> 0.56 </td> <td style="text-align:right;"> 1897 </td> <td style="text-align:right;"> 6.16 </td> <td style="text-align:right;"> 15.25 </td> <td style="text-align:right;"> 24.34 </td> <td style="text-align:left;"> A-410 </td> </tr> <tr> <td style="text-align:right;"> -70.67 </td> <td style="text-align:right;"> -35.48 </td> <td style="text-align:right;"> 1500.69 </td> <td style="text-align:right;"> 0.14 </td> <td style="text-align:right;"> 2399 </td> <td style="text-align:right;"> 1.08 </td> <td style="text-align:right;"> 6.16 </td> <td style="text-align:right;"> 11.23 </td> <td style="text-align:left;"> A-411 </td> </tr> <tr> <td style="text-align:right;"> -71.42 </td> <td style="text-align:right;"> -30.33 </td> <td style="text-align:right;"> 67.20 </td> <td style="text-align:right;"> 3.63 </td> <td style="text-align:right;"> 26 </td> <td style="text-align:right;"> 9.80 </td> <td style="text-align:right;"> 16.44 </td> <td style="text-align:right;"> 23.08 </td> <td style="text-align:left;"> A-412 </td> </tr> <tr> <td style="text-align:right;"> -70.67 </td> <td style="text-align:right;"> -30.77 </td> <td style="text-align:right;"> 159.43 </td> <td style="text-align:right;"> 1.87 </td> <td style="text-align:right;"> 1374 </td> <td style="text-align:right;"> 9.47 </td> <td style="text-align:right;"> 16.83 </td> <td style="text-align:right;"> 24.19 </td> <td style="text-align:left;"> A-413 </td> </tr> <tr> <td style="text-align:right;"> -68.22 </td> <td style="text-align:right;"> -21.98 </td> <td style="text-align:right;"> 92.50 </td> <td style="text-align:right;"> 0.47 </td> <td style="text-align:right;"> 3853 </td> <td style="text-align:right;"> -1.87 </td> <td style="text-align:right;"> 6.27 </td> <td style="text-align:right;"> 14.41 </td> <td style="text-align:left;"> A-414 </td> </tr> <tr> <td style="text-align:right;"> -71.78 </td> <td style="text-align:right;"> -36.23 </td> <td style="text-align:right;"> 911.20 </td> <td style="text-align:right;"> 7.76 </td> <td style="text-align:right;"> 179 </td> <td style="text-align:right;"> 6.43 </td> <td style="text-align:right;"> 14.22 </td> <td style="text-align:right;"> 22.00 </td> <td style="text-align:left;"> A-415 </td> </tr> <tr> <td style="text-align:right;"> -69.72 </td> <td style="text-align:right;"> -25.38 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.09 </td> <td style="text-align:right;"> 1935 </td> <td style="text-align:right;"> 5.21 </td> <td style="text-align:right;"> 14.95 </td> <td style="text-align:right;"> 24.68 </td> <td style="text-align:left;"> A-416 </td> </tr> <tr> <td style="text-align:right;"> -71.47 </td> <td style="text-align:right;"> -45.28 </td> <td style="text-align:right;"> 342.71 </td> <td style="text-align:right;"> 4.74 </td> <td style="text-align:right;"> 775 </td> <td style="text-align:right;"> 0.93 </td> <td style="text-align:right;"> 6.57 </td> <td style="text-align:right;"> 12.22 </td> <td style="text-align:left;"> A-417 </td> </tr> <tr> <td style="text-align:right;"> -69.78 </td> <td style="text-align:right;"> -18.92 </td> <td style="text-align:right;"> 5.74 </td> <td style="text-align:right;"> 0.66 </td> <td style="text-align:right;"> 1468 </td> <td style="text-align:right;"> 8.97 </td> <td style="text-align:right;"> 16.08 </td> <td style="text-align:right;"> 23.18 </td> <td style="text-align:left;"> A-418 </td> </tr> <tr> <td style="text-align:right;"> -72.78 </td> <td style="text-align:right;"> -46.92 </td> <td style="text-align:right;"> 1158.20 </td> <td style="text-align:right;"> 7.23 </td> <td style="text-align:right;"> 260 </td> <td style="text-align:right;"> 2.64 </td> <td style="text-align:right;"> 7.67 </td> <td style="text-align:right;"> 12.70 </td> <td style="text-align:left;"> A-419 </td> </tr> <tr> <td style="text-align:right;"> -73.38 </td> <td style="text-align:right;"> -47.08 </td> <td style="text-align:right;"> 3021.77 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1228 </td> <td style="text-align:right;"> -3.14 </td> <td style="text-align:right;"> 0.99 </td> <td style="text-align:right;"> 5.12 </td> <td style="text-align:left;"> A-420 </td> </tr> <tr> <td style="text-align:right;"> -72.33 </td> <td style="text-align:right;"> -43.53 </td> <td style="text-align:right;"> 3416.12 </td> <td style="text-align:right;"> 1.40 </td> <td style="text-align:right;"> 1371 </td> <td style="text-align:right;"> 2.35 </td> <td style="text-align:right;"> 7.02 </td> <td style="text-align:right;"> 11.68 </td> <td style="text-align:left;"> A-421 </td> </tr> <tr> <td style="text-align:right;"> -69.33 </td> <td style="text-align:right;"> -22.52 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.78 </td> <td style="text-align:right;"> 1477 </td> <td style="text-align:right;"> 6.60 </td> <td style="text-align:right;"> 18.29 </td> <td style="text-align:right;"> 29.99 </td> <td style="text-align:left;"> A-422 </td> </tr> <tr> <td style="text-align:right;"> -69.22 </td> <td style="text-align:right;"> -25.77 </td> <td style="text-align:right;"> 3.05 </td> <td style="text-align:right;"> 1.21 </td> <td style="text-align:right;"> 3482 </td> <td style="text-align:right;"> 0.60 </td> <td style="text-align:right;"> 7.57 </td> <td style="text-align:right;"> 14.53 </td> <td style="text-align:left;"> A-423 </td> </tr> <tr> <td style="text-align:right;"> -71.08 </td> <td style="text-align:right;"> -31.83 </td> <td style="text-align:right;"> 173.87 </td> <td style="text-align:right;"> 4.43 </td> <td style="text-align:right;"> 640 </td> <td style="text-align:right;"> 7.40 </td> <td style="text-align:right;"> 14.27 </td> <td style="text-align:right;"> 21.14 </td> <td style="text-align:left;"> A-424 </td> </tr> <tr> <td style="text-align:right;"> -69.67 </td> <td style="text-align:right;"> -23.82 </td> <td style="text-align:right;"> 1.34 </td> <td style="text-align:right;"> 0.77 </td> <td style="text-align:right;"> 1307 </td> <td style="text-align:right;"> 5.86 </td> <td style="text-align:right;"> 15.64 </td> <td style="text-align:right;"> 25.42 </td> <td style="text-align:left;"> A-425 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -20.62 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.07 </td> <td style="text-align:right;"> 2124 </td> <td style="text-align:right;"> 6.98 </td> <td style="text-align:right;"> 14.45 </td> <td style="text-align:right;"> 21.92 </td> <td style="text-align:left;"> A-426 </td> </tr> <tr> <td style="text-align:right;"> -69.97 </td> <td style="text-align:right;"> -24.73 </td> <td style="text-align:right;"> 5.20 </td> <td style="text-align:right;"> 1.43 </td> <td style="text-align:right;"> 2188 </td> <td style="text-align:right;"> 3.07 </td> <td style="text-align:right;"> 12.32 </td> <td style="text-align:right;"> 21.58 </td> <td style="text-align:left;"> A-427 </td> </tr> <tr> <td style="text-align:right;"> -69.38 </td> <td style="text-align:right;"> -21.38 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.86 </td> <td style="text-align:right;"> 1095 </td> <td style="text-align:right;"> 7.18 </td> <td style="text-align:right;"> 17.28 </td> <td style="text-align:right;"> 27.39 </td> <td style="text-align:left;"> A-428 </td> </tr> <tr> <td style="text-align:right;"> -73.67 </td> <td style="text-align:right;"> -46.88 </td> <td style="text-align:right;"> 3113.01 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1040 </td> <td style="text-align:right;"> -0.67 </td> <td style="text-align:right;"> 2.79 </td> <td style="text-align:right;"> 6.25 </td> <td style="text-align:left;"> A-429 </td> </tr> <tr> <td style="text-align:right;"> -69.47 </td> <td style="text-align:right;"> -19.68 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.37 </td> <td style="text-align:right;"> 1955 </td> <td style="text-align:right;"> 7.23 </td> <td style="text-align:right;"> 15.36 </td> <td style="text-align:right;"> 23.49 </td> <td style="text-align:left;"> A-430 </td> </tr> <tr> <td style="text-align:right;"> -69.42 </td> <td style="text-align:right;"> -20.42 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.04 </td> <td style="text-align:right;"> 1038 </td> <td style="text-align:right;"> 8.77 </td> <td style="text-align:right;"> 18.91 </td> <td style="text-align:right;"> 29.05 </td> <td style="text-align:left;"> A-431 </td> </tr> <tr> <td style="text-align:right;"> -71.62 </td> <td style="text-align:right;"> -34.17 </td> <td style="text-align:right;"> 450.66 </td> <td style="text-align:right;"> 4.90 </td> <td style="text-align:right;"> 306 </td> <td style="text-align:right;"> 7.21 </td> <td style="text-align:right;"> 14.54 </td> <td style="text-align:right;"> 21.88 </td> <td style="text-align:left;"> A-432 </td> </tr> <tr> <td style="text-align:right;"> -73.58 </td> <td style="text-align:right;"> -37.53 </td> <td style="text-align:right;"> 1199.07 </td> <td style="text-align:right;"> 9.44 </td> <td style="text-align:right;"> 14 </td> <td style="text-align:right;"> 8.15 </td> <td style="text-align:right;"> 12.09 </td> <td style="text-align:right;"> 16.03 </td> <td style="text-align:left;"> A-433 </td> </tr> <tr> <td style="text-align:right;"> -72.22 </td> <td style="text-align:right;"> -43.17 </td> <td style="text-align:right;"> 2908.96 </td> <td style="text-align:right;"> 1.74 </td> <td style="text-align:right;"> 1358 </td> <td style="text-align:right;"> 1.27 </td> <td style="text-align:right;"> 6.13 </td> <td style="text-align:right;"> 10.99 </td> <td style="text-align:left;"> A-434 </td> </tr> <tr> <td style="text-align:right;"> -72.78 </td> <td style="text-align:right;"> -46.08 </td> <td style="text-align:right;"> 2447.97 </td> <td style="text-align:right;"> 6.82 </td> <td style="text-align:right;"> 655 </td> <td style="text-align:right;"> -0.04 </td> <td style="text-align:right;"> 4.53 </td> <td style="text-align:right;"> 9.11 </td> <td style="text-align:left;"> A-435 </td> </tr> <tr> <td style="text-align:right;"> -69.53 </td> <td style="text-align:right;"> -27.38 </td> <td style="text-align:right;"> 26.24 </td> <td style="text-align:right;"> 1.13 </td> <td style="text-align:right;"> 3716 </td> <td style="text-align:right;"> -2.16 </td> <td style="text-align:right;"> 2.94 </td> <td style="text-align:right;"> 8.04 </td> <td style="text-align:left;"> A-436 </td> </tr> <tr> <td style="text-align:right;"> -75.03 </td> <td style="text-align:right;"> -46.28 </td> <td style="text-align:right;"> 2474.89 </td> <td style="text-align:right;"> 9.63 </td> <td style="text-align:right;"> 291 </td> <td style="text-align:right;"> 3.98 </td> <td style="text-align:right;"> 8.02 </td> <td style="text-align:right;"> 12.05 </td> <td style="text-align:left;"> A-437 </td> </tr> <tr> <td style="text-align:right;"> -68.78 </td> <td style="text-align:right;"> -26.58 </td> <td style="text-align:right;"> 40.28 </td> <td style="text-align:right;"> 0.07 </td> <td style="text-align:right;"> 5240 </td> <td style="text-align:right;"> -4.52 </td> <td style="text-align:right;"> 1.52 </td> <td style="text-align:right;"> 7.56 </td> <td style="text-align:left;"> A-438 </td> </tr> <tr> <td style="text-align:right;"> -69.03 </td> <td style="text-align:right;"> -53.12 </td> <td style="text-align:right;"> 225.94 </td> <td style="text-align:right;"> 5.16 </td> <td style="text-align:right;"> 27 </td> <td style="text-align:right;"> 1.48 </td> <td style="text-align:right;"> 6.28 </td> <td style="text-align:right;"> 11.08 </td> <td style="text-align:left;"> A-439 </td> </tr> <tr> <td style="text-align:right;"> -73.12 </td> <td style="text-align:right;"> -45.98 </td> <td style="text-align:right;"> 3705.64 </td> <td style="text-align:right;"> 9.81 </td> <td style="text-align:right;"> 396 </td> <td style="text-align:right;"> 3.70 </td> <td style="text-align:right;"> 7.63 </td> <td style="text-align:right;"> 11.55 </td> <td style="text-align:left;"> A-440 </td> </tr> <tr> <td style="text-align:right;"> -70.47 </td> <td style="text-align:right;"> -30.52 </td> <td style="text-align:right;"> 195.47 </td> <td style="text-align:right;"> 0.02 </td> <td style="text-align:right;"> 3996 </td> <td style="text-align:right;"> 2.32 </td> <td style="text-align:right;"> 5.55 </td> <td style="text-align:right;"> 8.79 </td> <td style="text-align:left;"> A-441 </td> </tr> <tr> <td style="text-align:right;"> -72.03 </td> <td style="text-align:right;"> -35.42 </td> <td style="text-align:right;"> 641.36 </td> <td style="text-align:right;"> 9.52 </td> <td style="text-align:right;"> 131 </td> <td style="text-align:right;"> 7.41 </td> <td style="text-align:right;"> 14.48 </td> <td style="text-align:right;"> 21.55 </td> <td style="text-align:left;"> A-442 </td> </tr> <tr> <td style="text-align:right;"> -70.97 </td> <td style="text-align:right;"> -31.08 </td> <td style="text-align:right;"> 122.24 </td> <td style="text-align:right;"> 3.28 </td> <td style="text-align:right;"> 777 </td> <td style="text-align:right;"> 8.52 </td> <td style="text-align:right;"> 17.21 </td> <td style="text-align:right;"> 25.90 </td> <td style="text-align:left;"> A-443 </td> </tr> <tr> <td style="text-align:right;"> -69.58 </td> <td style="text-align:right;"> -19.38 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.81 </td> <td style="text-align:right;"> 2079 </td> <td style="text-align:right;"> 7.93 </td> <td style="text-align:right;"> 15.14 </td> <td style="text-align:right;"> 22.35 </td> <td style="text-align:left;"> A-444 </td> </tr> <tr> <td style="text-align:right;"> -69.28 </td> <td style="text-align:right;"> -18.48 </td> <td style="text-align:right;"> 265.95 </td> <td style="text-align:right;"> 1.48 </td> <td style="text-align:right;"> 4255 </td> <td style="text-align:right;"> -5.05 </td> <td style="text-align:right;"> 3.64 </td> <td style="text-align:right;"> 12.32 </td> <td style="text-align:left;"> A-445 </td> </tr> <tr> <td style="text-align:right;"> -72.78 </td> <td style="text-align:right;"> -37.08 </td> <td style="text-align:right;"> 1077.34 </td> <td style="text-align:right;"> 9.51 </td> <td style="text-align:right;"> 131 </td> <td style="text-align:right;"> 6.80 </td> <td style="text-align:right;"> 13.35 </td> <td style="text-align:right;"> 19.89 </td> <td style="text-align:left;"> A-446 </td> </tr> <tr> <td style="text-align:right;"> -68.22 </td> <td style="text-align:right;"> -21.82 </td> <td style="text-align:right;"> 162.14 </td> <td style="text-align:right;"> 0.46 </td> <td style="text-align:right;"> 4974 </td> <td style="text-align:right;"> -7.08 </td> <td style="text-align:right;"> -1.14 </td> <td style="text-align:right;"> 4.81 </td> <td style="text-align:left;"> A-447 </td> </tr> <tr> <td style="text-align:right;"> -71.53 </td> <td style="text-align:right;"> -39.23 </td> <td style="text-align:right;"> 2365.59 </td> <td style="text-align:right;"> 8.31 </td> <td style="text-align:right;"> 1446 </td> <td style="text-align:right;"> 1.20 </td> <td style="text-align:right;"> 7.16 </td> <td style="text-align:right;"> 13.11 </td> <td style="text-align:left;"> A-448 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -20.52 </td> <td style="text-align:right;"> 1.79 </td> <td style="text-align:right;"> 0.77 </td> <td style="text-align:right;"> 2422 </td> <td style="text-align:right;"> 5.62 </td> <td style="text-align:right;"> 13.30 </td> <td style="text-align:right;"> 20.97 </td> <td style="text-align:left;"> A-449 </td> </tr> <tr> <td style="text-align:right;"> -69.88 </td> <td style="text-align:right;"> -34.23 </td> <td style="text-align:right;"> 580.85 </td> <td style="text-align:right;"> 0.43 </td> <td style="text-align:right;"> 3590 </td> <td style="text-align:right;"> -0.77 </td> <td style="text-align:right;"> 2.92 </td> <td style="text-align:right;"> 6.60 </td> <td style="text-align:left;"> A-450 </td> </tr> <tr> <td style="text-align:right;"> -69.62 </td> <td style="text-align:right;"> -21.23 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.24 </td> <td style="text-align:right;"> 759 </td> <td style="text-align:right;"> 5.40 </td> <td style="text-align:right;"> 16.69 </td> <td style="text-align:right;"> 27.97 </td> <td style="text-align:left;"> A-451 </td> </tr> <tr> <td style="text-align:right;"> -70.33 </td> <td style="text-align:right;"> -29.08 </td> <td style="text-align:right;"> 69.13 </td> <td style="text-align:right;"> 0.99 </td> <td style="text-align:right;"> 3783 </td> <td style="text-align:right;"> -0.07 </td> <td style="text-align:right;"> 4.59 </td> <td style="text-align:right;"> 9.25 </td> <td style="text-align:left;"> A-452 </td> </tr> <tr> <td style="text-align:right;"> -69.12 </td> <td style="text-align:right;"> -18.68 </td> <td style="text-align:right;"> 227.02 </td> <td style="text-align:right;"> 2.37 </td> <td style="text-align:right;"> 4176 </td> <td style="text-align:right;"> -5.43 </td> <td style="text-align:right;"> 3.55 </td> <td style="text-align:right;"> 12.53 </td> <td style="text-align:left;"> A-453 </td> </tr> <tr> <td style="text-align:right;"> -68.53 </td> <td style="text-align:right;"> -23.38 </td> <td style="text-align:right;"> 17.07 </td> <td style="text-align:right;"> 1.09 </td> <td style="text-align:right;"> 2424 </td> <td style="text-align:right;"> 4.35 </td> <td style="text-align:right;"> 15.15 </td> <td style="text-align:right;"> 25.95 </td> <td style="text-align:left;"> A-454 </td> </tr> <tr> <td style="text-align:right;"> -70.08 </td> <td style="text-align:right;"> -28.48 </td> <td style="text-align:right;"> 59.65 </td> <td style="text-align:right;"> 1.56 </td> <td style="text-align:right;"> 3166 </td> <td style="text-align:right;"> 1.90 </td> <td style="text-align:right;"> 6.79 </td> <td style="text-align:right;"> 11.69 </td> <td style="text-align:left;"> A-455 </td> </tr> <tr> <td style="text-align:right;"> -73.58 </td> <td style="text-align:right;"> -40.33 </td> <td style="text-align:right;"> 2719.78 </td> <td style="text-align:right;"> 10.44 </td> <td style="text-align:right;"> 413 </td> <td style="text-align:right;"> 4.96 </td> <td style="text-align:right;"> 9.79 </td> <td style="text-align:right;"> 14.61 </td> <td style="text-align:left;"> A-456 </td> </tr> <tr> <td style="text-align:right;"> -72.17 </td> <td style="text-align:right;"> -45.67 </td> <td style="text-align:right;"> 1251.96 </td> <td style="text-align:right;"> 7.76 </td> <td style="text-align:right;"> 307 </td> <td style="text-align:right;"> 4.03 </td> <td style="text-align:right;"> 8.64 </td> <td style="text-align:right;"> 13.24 </td> <td style="text-align:left;"> A-457 </td> </tr> <tr> <td style="text-align:right;"> -69.72 </td> <td style="text-align:right;"> -53.27 </td> <td style="text-align:right;"> 409.21 </td> <td style="text-align:right;"> 6.95 </td> <td style="text-align:right;"> 316 </td> <td style="text-align:right;"> 0.16 </td> <td style="text-align:right;"> 4.39 </td> <td style="text-align:right;"> 8.63 </td> <td style="text-align:left;"> A-458 </td> </tr> <tr> <td style="text-align:right;"> -74.83 </td> <td style="text-align:right;"> -52.23 </td> <td style="text-align:right;"> 1599.22 </td> <td style="text-align:right;"> 2.92 </td> <td style="text-align:right;"> 144 </td> <td style="text-align:right;"> 2.95 </td> <td style="text-align:right;"> 5.98 </td> <td style="text-align:right;"> 9.01 </td> <td style="text-align:left;"> A-459 </td> </tr> <tr> <td style="text-align:right;"> -68.62 </td> <td style="text-align:right;"> -25.92 </td> <td style="text-align:right;"> 28.33 </td> <td style="text-align:right;"> 0.27 </td> <td style="text-align:right;"> 4668 </td> <td style="text-align:right;"> -6.49 </td> <td style="text-align:right;"> 1.35 </td> <td style="text-align:right;"> 9.20 </td> <td style="text-align:left;"> A-460 </td> </tr> <tr> <td style="text-align:right;"> -71.08 </td> <td style="text-align:right;"> -32.62 </td> <td style="text-align:right;"> 367.81 </td> <td style="text-align:right;"> 5.32 </td> <td style="text-align:right;"> 1534 </td> <td style="text-align:right;"> 5.75 </td> <td style="text-align:right;"> 9.39 </td> <td style="text-align:right;"> 13.03 </td> <td style="text-align:left;"> A-461 </td> </tr> <tr> <td style="text-align:right;"> -69.97 </td> <td style="text-align:right;"> -27.98 </td> <td style="text-align:right;"> 28.57 </td> <td style="text-align:right;"> 0.65 </td> <td style="text-align:right;"> 1398 </td> <td style="text-align:right;"> 10.41 </td> <td style="text-align:right;"> 18.95 </td> <td style="text-align:right;"> 27.48 </td> <td style="text-align:left;"> A-462 </td> </tr> <tr> <td style="text-align:right;"> -69.88 </td> <td style="text-align:right;"> -27.58 </td> <td style="text-align:right;"> 22.47 </td> <td style="text-align:right;"> 1.05 </td> <td style="text-align:right;"> 2715 </td> <td style="text-align:right;"> 3.19 </td> <td style="text-align:right;"> 9.81 </td> <td style="text-align:right;"> 16.42 </td> <td style="text-align:left;"> A-463 </td> </tr> <tr> <td style="text-align:right;"> -72.33 </td> <td style="text-align:right;"> -43.53 </td> <td style="text-align:right;"> 3416.12 </td> <td style="text-align:right;"> 8.16 </td> <td style="text-align:right;"> 528 </td> <td style="text-align:right;"> 2.35 </td> <td style="text-align:right;"> 7.02 </td> <td style="text-align:right;"> 11.68 </td> <td style="text-align:left;"> A-464 </td> </tr> <tr> <td style="text-align:right;"> -69.38 </td> <td style="text-align:right;"> -26.08 </td> <td style="text-align:right;"> 17.56 </td> <td style="text-align:right;"> 1.07 </td> <td style="text-align:right;"> 3846 </td> <td style="text-align:right;"> -0.48 </td> <td style="text-align:right;"> 6.32 </td> <td style="text-align:right;"> 13.13 </td> <td style="text-align:left;"> A-465 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -25.58 </td> <td style="text-align:right;"> 14.16 </td> <td style="text-align:right;"> 1.66 </td> <td style="text-align:right;"> 3877 </td> <td style="text-align:right;"> -2.51 </td> <td style="text-align:right;"> 4.94 </td> <td style="text-align:right;"> 12.39 </td> <td style="text-align:left;"> A-466 </td> </tr> <tr> <td style="text-align:right;"> -68.78 </td> <td style="text-align:right;"> -26.98 </td> <td style="text-align:right;"> 42.55 </td> <td style="text-align:right;"> 0.38 </td> <td style="text-align:right;"> 4718 </td> <td style="text-align:right;"> -3.66 </td> <td style="text-align:right;"> 2.57 </td> <td style="text-align:right;"> 8.79 </td> <td style="text-align:left;"> A-467 </td> </tr> <tr> <td style="text-align:right;"> -70.42 </td> <td style="text-align:right;"> -24.23 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.67 </td> <td style="text-align:right;"> 1233 </td> <td style="text-align:right;"> 8.21 </td> <td style="text-align:right;"> 12.84 </td> <td style="text-align:right;"> 17.46 </td> <td style="text-align:left;"> A-468 </td> </tr> <tr> <td style="text-align:right;"> -71.22 </td> <td style="text-align:right;"> -33.38 </td> <td style="text-align:right;"> 306.89 </td> <td style="text-align:right;"> 7.74 </td> <td style="text-align:right;"> 598 </td> <td style="text-align:right;"> 7.02 </td> <td style="text-align:right;"> 13.71 </td> <td style="text-align:right;"> 20.41 </td> <td style="text-align:left;"> A-469 </td> </tr> <tr> <td style="text-align:right;"> -72.72 </td> <td style="text-align:right;"> -52.08 </td> <td style="text-align:right;"> 1517.26 </td> <td style="text-align:right;"> 7.45 </td> <td style="text-align:right;"> 21 </td> <td style="text-align:right;"> 2.69 </td> <td style="text-align:right;"> 6.21 </td> <td style="text-align:right;"> 9.72 </td> <td style="text-align:left;"> A-470 </td> </tr> <tr> <td style="text-align:right;"> -70.33 </td> <td style="text-align:right;"> -29.08 </td> <td style="text-align:right;"> 69.13 </td> <td style="text-align:right;"> 1.40 </td> <td style="text-align:right;"> 3818 </td> <td style="text-align:right;"> -0.07 </td> <td style="text-align:right;"> 4.59 </td> <td style="text-align:right;"> 9.25 </td> <td style="text-align:left;"> A-471 </td> </tr> <tr> <td style="text-align:right;"> -71.88 </td> <td style="text-align:right;"> -38.48 </td> <td style="text-align:right;"> 2208.08 </td> <td style="text-align:right;"> 9.18 </td> <td style="text-align:right;"> 645 </td> <td style="text-align:right;"> 4.35 </td> <td style="text-align:right;"> 10.73 </td> <td style="text-align:right;"> 17.12 </td> <td style="text-align:left;"> A-472 </td> </tr> <tr> <td style="text-align:right;"> -69.72 </td> <td style="text-align:right;"> -20.68 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.04 </td> <td style="text-align:right;"> 1008 </td> <td style="text-align:right;"> 4.89 </td> <td style="text-align:right;"> 15.70 </td> <td style="text-align:right;"> 26.51 </td> <td style="text-align:left;"> A-473 </td> </tr> <tr> <td style="text-align:right;"> -69.83 </td> <td style="text-align:right;"> -25.23 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.91 </td> <td style="text-align:right;"> 1977 </td> <td style="text-align:right;"> 5.34 </td> <td style="text-align:right;"> 14.66 </td> <td style="text-align:right;"> 23.97 </td> <td style="text-align:left;"> A-474 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -20.02 </td> <td style="text-align:right;"> 46.72 </td> <td style="text-align:right;"> 0.85 </td> <td style="text-align:right;"> 3047 </td> <td style="text-align:right;"> 5.31 </td> <td style="text-align:right;"> 11.03 </td> <td style="text-align:right;"> 16.75 </td> <td style="text-align:left;"> A-475 </td> </tr> <tr> <td style="text-align:right;"> -72.33 </td> <td style="text-align:right;"> -45.62 </td> <td style="text-align:right;"> 1853.97 </td> <td style="text-align:right;"> 6.18 </td> <td style="text-align:right;"> 954 </td> <td style="text-align:right;"> -0.56 </td> <td style="text-align:right;"> 4.46 </td> <td style="text-align:right;"> 9.47 </td> <td style="text-align:left;"> A-476 </td> </tr> <tr> <td style="text-align:right;"> -71.17 </td> <td style="text-align:right;"> -28.62 </td> <td style="text-align:right;"> 12.65 </td> <td style="text-align:right;"> 1.76 </td> <td style="text-align:right;"> 389 </td> <td style="text-align:right;"> 8.27 </td> <td style="text-align:right;"> 14.32 </td> <td style="text-align:right;"> 20.36 </td> <td style="text-align:left;"> A-477 </td> </tr> <tr> <td style="text-align:right;"> -72.28 </td> <td style="text-align:right;"> -38.78 </td> <td style="text-align:right;"> 1474.25 </td> <td style="text-align:right;"> 7.43 </td> <td style="text-align:right;"> 286 </td> <td style="text-align:right;"> 5.10 </td> <td style="text-align:right;"> 11.59 </td> <td style="text-align:right;"> 18.08 </td> <td style="text-align:left;"> A-478 </td> </tr> <tr> <td style="text-align:right;"> -68.53 </td> <td style="text-align:right;"> -21.82 </td> <td style="text-align:right;"> 76.81 </td> <td style="text-align:right;"> 0.31 </td> <td style="text-align:right;"> 3329 </td> <td style="text-align:right;"> 1.17 </td> <td style="text-align:right;"> 9.62 </td> <td style="text-align:right;"> 18.08 </td> <td style="text-align:left;"> A-479 </td> </tr> <tr> <td style="text-align:right;"> -71.78 </td> <td style="text-align:right;"> -38.12 </td> <td style="text-align:right;"> 2518.91 </td> <td style="text-align:right;"> 9.58 </td> <td style="text-align:right;"> 1012 </td> <td style="text-align:right;"> 3.18 </td> <td style="text-align:right;"> 8.80 </td> <td style="text-align:right;"> 14.42 </td> <td style="text-align:left;"> A-480 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -27.02 </td> <td style="text-align:right;"> 18.78 </td> <td style="text-align:right;"> 0.36 </td> <td style="text-align:right;"> 4553 </td> <td style="text-align:right;"> -5.19 </td> <td style="text-align:right;"> 1.39 </td> <td style="text-align:right;"> 7.98 </td> <td style="text-align:left;"> A-481 </td> </tr> <tr> <td style="text-align:right;"> -72.28 </td> <td style="text-align:right;"> -51.23 </td> <td style="text-align:right;"> 352.21 </td> <td style="text-align:right;"> 6.02 </td> <td style="text-align:right;"> 280 </td> <td style="text-align:right;"> 1.73 </td> <td style="text-align:right;"> 6.67 </td> <td style="text-align:right;"> 11.61 </td> <td style="text-align:left;"> A-482 </td> </tr> <tr> <td style="text-align:right;"> -70.22 </td> <td style="text-align:right;"> -24.12 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1.17 </td> <td style="text-align:right;"> 1331 </td> <td style="text-align:right;"> 7.79 </td> <td style="text-align:right;"> 14.03 </td> <td style="text-align:right;"> 20.27 </td> <td style="text-align:left;"> A-483 </td> </tr> <tr> <td style="text-align:right;"> -70.08 </td> <td style="text-align:right;"> -19.73 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 0.98 </td> <td style="text-align:right;"> 1165 </td> <td style="text-align:right;"> 8.01 </td> <td style="text-align:right;"> 12.76 </td> <td style="text-align:right;"> 17.50 </td> <td style="text-align:left;"> A-484 </td> </tr> <tr> <td style="text-align:right;"> -68.67 </td> <td style="text-align:right;"> -23.73 </td> <td style="text-align:right;"> 12.87 </td> <td style="text-align:right;"> 0.42 </td> <td style="text-align:right;"> 3277 </td> <td style="text-align:right;"> 1.74 </td> <td style="text-align:right;"> 10.20 </td> <td style="text-align:right;"> 18.65 </td> <td style="text-align:left;"> A-485 </td> </tr> <tr> <td style="text-align:right;"> -70.12 </td> <td style="text-align:right;"> -24.58 </td> <td style="text-align:right;"> 7.07 </td> <td style="text-align:right;"> 0.62 </td> <td style="text-align:right;"> 2508 </td> <td style="text-align:right;"> 2.48 </td> <td style="text-align:right;"> 9.20 </td> <td style="text-align:right;"> 15.93 </td> <td style="text-align:left;"> A-486 </td> </tr> <tr> <td style="text-align:right;"> -69.17 </td> <td style="text-align:right;"> -24.32 </td> <td style="text-align:right;"> 11.46 </td> <td style="text-align:right;"> 0.95 </td> <td style="text-align:right;"> 3144 </td> <td style="text-align:right;"> -0.56 </td> <td style="text-align:right;"> 8.07 </td> <td style="text-align:right;"> 16.71 </td> <td style="text-align:left;"> A-487 </td> </tr> <tr> <td style="text-align:right;"> -71.28 </td> <td style="text-align:right;"> -36.88 </td> <td style="text-align:right;"> 1618.85 </td> <td style="text-align:right;"> 4.78 </td> <td style="text-align:right;"> 1715 </td> <td style="text-align:right;"> 1.30 </td> <td style="text-align:right;"> 7.03 </td> <td style="text-align:right;"> 12.77 </td> <td style="text-align:left;"> A-488 </td> </tr> <tr> <td style="text-align:right;"> -72.88 </td> <td style="text-align:right;"> -46.42 </td> <td style="text-align:right;"> 1942.72 </td> <td style="text-align:right;"> 0.00 </td> <td style="text-align:right;"> 1341 </td> <td style="text-align:right;"> -1.45 </td> <td style="text-align:right;"> 3.80 </td> <td style="text-align:right;"> 9.04 </td> <td style="text-align:left;"> A-489 </td> </tr> <tr> <td style="text-align:right;"> -72.53 </td> <td style="text-align:right;"> -46.88 </td> <td style="text-align:right;"> 720.43 </td> <td style="text-align:right;"> 2.07 </td> <td style="text-align:right;"> 1213 </td> <td style="text-align:right;"> -1.88 </td> <td style="text-align:right;"> 3.56 </td> <td style="text-align:right;"> 9.00 </td> <td style="text-align:left;"> A-490 </td> </tr> <tr> <td style="text-align:right;"> -69.67 </td> <td style="text-align:right;"> -17.92 </td> <td style="text-align:right;"> 207.39 </td> <td style="text-align:right;"> 1.28 </td> <td style="text-align:right;"> 4075 </td> <td style="text-align:right;"> -2.02 </td> <td style="text-align:right;"> 4.44 </td> <td style="text-align:right;"> 10.90 </td> <td style="text-align:left;"> A-491 </td> </tr> <tr> <td style="text-align:right;"> -72.62 </td> <td style="text-align:right;"> -51.27 </td> <td style="text-align:right;"> 624.45 </td> <td style="text-align:right;"> 5.96 </td> <td style="text-align:right;"> 128 </td> <td style="text-align:right;"> 3.71 </td> <td style="text-align:right;"> 8.00 </td> <td style="text-align:right;"> 12.29 </td> <td style="text-align:left;"> A-492 </td> </tr> <tr> <td style="text-align:right;"> -70.58 </td> <td style="text-align:right;"> -27.77 </td> <td style="text-align:right;"> 2.27 </td> <td style="text-align:right;"> 0.98 </td> <td style="text-align:right;"> 432 </td> <td style="text-align:right;"> 8.71 </td> <td style="text-align:right;"> 15.84 </td> <td style="text-align:right;"> 22.97 </td> <td style="text-align:left;"> A-493 </td> </tr> <tr> <td style="text-align:right;"> -75.17 </td> <td style="text-align:right;"> -48.33 </td> <td style="text-align:right;"> 2644.91 </td> <td style="text-align:right;"> 5.55 </td> <td style="text-align:right;"> 207 </td> <td style="text-align:right;"> 2.82 </td> <td style="text-align:right;"> 7.65 </td> <td style="text-align:right;"> 12.47 </td> <td style="text-align:left;"> A-494 </td> </tr> <tr> <td style="text-align:right;"> -70.83 </td> <td style="text-align:right;"> -34.03 </td> <td style="text-align:right;"> 512.19 </td> <td style="text-align:right;"> 3.97 </td> <td style="text-align:right;"> 1740 </td> <td style="text-align:right;"> 6.72 </td> <td style="text-align:right;"> 12.17 </td> <td style="text-align:right;"> 17.61 </td> <td style="text-align:left;"> A-495 </td> </tr> <tr> <td style="text-align:right;"> -73.88 </td> <td style="text-align:right;"> -45.33 </td> <td style="text-align:right;"> 2476.92 </td> <td style="text-align:right;"> 9.19 </td> <td style="text-align:right;"> 166 </td> <td style="text-align:right;"> 4.18 </td> <td style="text-align:right;"> 8.70 </td> <td style="text-align:right;"> 13.22 </td> <td style="text-align:left;"> A-496 </td> </tr> <tr> <td style="text-align:right;"> -69.58 </td> <td style="text-align:right;"> -19.32 </td> <td style="text-align:right;"> 1.36 </td> <td style="text-align:right;"> 1.01 </td> <td style="text-align:right;"> 1801 </td> <td style="text-align:right;"> 8.34 </td> <td style="text-align:right;"> 15.28 </td> <td style="text-align:right;"> 22.21 </td> <td style="text-align:left;"> A-497 </td> </tr> <tr> <td style="text-align:right;"> -70.47 </td> <td style="text-align:right;"> -24.52 </td> <td style="text-align:right;"> 1.90 </td> <td style="text-align:right;"> 0.67 </td> <td style="text-align:right;"> 1895 </td> <td style="text-align:right;"> 7.03 </td> <td style="text-align:right;"> 10.59 </td> <td style="text-align:right;"> 14.14 </td> <td style="text-align:left;"> A-498 </td> </tr> <tr> <td style="text-align:right;"> -73.47 </td> <td style="text-align:right;"> -38.38 </td> <td style="text-align:right;"> 1541.42 </td> <td style="text-align:right;"> 8.63 </td> <td style="text-align:right;"> 3 </td> <td style="text-align:right;"> 8.56 </td> <td style="text-align:right;"> 12.35 </td> <td style="text-align:right;"> 16.15 </td> <td style="text-align:left;"> A-499 </td> </tr> <tr> <td style="text-align:right;"> -70.58 </td> <td style="text-align:right;"> -30.12 </td> <td style="text-align:right;"> 129.56 </td> <td style="text-align:right;"> 0.67 </td> <td style="text-align:right;"> 3442 </td> <td style="text-align:right;"> 2.68 </td> <td style="text-align:right;"> 8.03 </td> <td style="text-align:right;"> 13.37 </td> <td style="text-align:left;"> A-500 </td> </tr> </tbody> </table></div> --- ## apply() -- - Es una función aplicable sobre matrices o data frames siguiendo la estructura: `apply(x, MARGIN, FUN, ...)` **x**: es una matriz de datos o data frame <br> **MARGIN**: corresponde a sobre qué realizaremos la operación. 1 Representa las filas y 2 representa las columnas <br> **FUN**: Función a aplicar sobre nuestros datos. <center><img src="data:image/png;base64,#apply.png" width="500px"/></center> <center>DATACAMP</center> --- ## apply() -- - Calculemos el promedio de todas nuestras columnas ``` r tabla_app <- apply(datos_cluster[, 1:8], 2, FUN = mean, na.rm = T) tabla_app ``` ``` ## X Y PP Productivity Elevation T_min ## -70.82784 -32.50630 800.93656 3.18256 1642.37400 3.42342 ## T_med T_max ## 9.88018 16.33688 ``` -- - Por defecto, apply nos entregará un vector númerico de salida. -- - Podemos hacer esto con un ciclo for, pero es menos eficiente. --- ## apply() -- - También podemos aplicar lógica **tidyverse**, donde la salida será un tibble-data.frame -- ``` r tabla_tidy <- datos_cluster %>% # incoporo clusters a la tabla summarise( across( where(is.numeric), # condicion de que el campo sea numerico list(mean = mean) # lista de funciones a aplicar, si el campo es numerico ) ) ``` | X_mean| Y_mean| PP_mean| Productivity_mean| Elevation_mean| T_min_mean| T_med_mean| T_max_mean| |---------:|--------:|--------:|-----------------:|--------------:|----------:|----------:|----------:| | -70.82784| -32.5063| 800.9366| 3.18256| 1642.374| 3.42342| 9.88018| 16.33688| --- <img src="data:image/png;base64,#DIPGEOPR_02_6_files/figure-html/unnamed-chunk-14-1.png" width="100%" /> ``` ## Unit: microseconds ## expr min lq mean median uq max neval ## tidy_version 2209.401 2356.301 2592.6130 2445.252 2675.551 6351.802 100 ## apply_version 224.801 250.100 277.1269 267.151 288.052 467.000 100 ``` --- ## lapply() -- - La función **lapply()** es considerada un caso especial de **apply()**. -- - Su objetivo es aplicar funciones a todos los elementos presentes en una lista. -- - Esta función, es mucho más flexible que **apply()** ya que en R prácticamente todo puede ser transformado en una lista. -- - La salida de **lapply()** siempre será una lista, que puede ser transformada en otro objeto posteriormente. -- - **lapply()** es un primer paso a la paralelización de procesos complejos en R. --- ##lapply() -- - Consideremos el ejemplo dispuesto en la página 16: [**Abrir múltiples archivos**](#16) -- - La estructura con **lapply()** sería la siguiente: ``` r lista_df <- list.files( path = "TABLAS_LOOP/", pattern = "*.csv", full.names = T ) %>% lapply(read_csv, show_col_types = F) ``` --- <img src="data:image/png;base64,#DIPGEOPR_02_6_files/figure-html/unnamed-chunk-16-1.png" width="100%" /> ``` ## Unit: milliseconds ## expr min lq mean median uq max neval ## for_version 106.7852 108.4149 112.0069 109.3600 111.6728 279.6527 100 ## lapply_version 104.1363 105.2793 107.1887 106.2023 108.6283 116.8129 100 ``` -- - Como se aprecia, ganamos algo de velocidad en el procesamiento y disminuímos de forma importante la cantidad de líneas de código para realizar la misma tarea. --- ## Paralelización: Conceptos -- - Entonces, si podemos lograr el procesamiento masivo con las funciones o ejemplos vistos antes...**¿Por qué paralelizar?** <center><img src="data:image/png;base64,#cpu.gif" width="550px"/></center> <center>© Andreas Angourakis</center> -- - Los procesos de serialización solo aprovechan uno de los núcleos de nuestros computadores. --- ## Paralelización: Conceptos -- - En general, la mayoría de los códigos en R funcionan rápido y bien en un solo procesador o núcleo. -- - Sin embargo, a veces podemos encontrar ciertos problemas de cálculo vinculados a ([Jones, 2017](https://nceas.github.io/oss-lessons/parallel-computing-in-r/parallel-computing-in-r.html)): * **CPU**: proceso toma mucho tiempo de CPU. * **Memoria**: Demanda demasiada memoria. * **I/O**: toma mucho tiempo la lectura/escritura desde el disco. * **Network**: La red toma demasiado tiempo en transferir. -- - La paralelización viene a "solucionar" los problemas asociados a la CPU, dada la presencia de múltiples núcleos en los pc's modernos. -- - Los cuales, a su vez, tienen más memoria disponible para trabajar. --- ## Paralelización: Conceptos -- - Existen variadas librerías para ejecutar procesos paralelizando en R ([**ver más**](https://cran.r-project.org/web/views/HighPerformanceComputing.html)) -- - Estas en general se valen de los siguientes métodos de paralelización: * **Fork**: que copia el proceso de R a un nuevo núcleo, compartiendo el entorno. **No está disponible para Windows** * **Socket**: Lanza una versión nueva de R en cada uno de los núcleos de procesamiento. Similar a trabajar en un cluster de equipos conectados en red. --- ## Paralelización: Conceptos <center><img src="data:image/png;base64,#sock_fork.png" width="900px"/></center> <center>Fuente: Benito, 2021</center> --- ## Paralelización: Conceptos -- - Para ambos métodos podemos encontrar pros y contras: .pull-left[ **Socket** * Pro: Funciona en cualquier sistema operativo * Pro: No hay contaminación, porque cada nodo es individual * Con: es más lento que el método **Fork** * Con: Las variables, paquetes y demás, deben ser explícitamente puestos en cada nodo * Con: más difícil de implementar ] .pull-right[ **Fork** * Pro: Más rápido que el **Socket** * Pro: Al copiar la versión de R existente, todo el entorno existe en cada nodo * Pro: Más simple de implementar * Con: Solo funciona en sistemas POSIX (Max, Linux, Unix, BSD) * Con: Al operar sobre procesos duplicados, puede causar comportamientos extraños en ciertas ejecuciones. ] <br> -- - Nosotros nos enfocaremos en el uso de **Socket** en esta sesión. --- ## Paralelización: Aplicación k-means. -- - El proceso de detectar clusters consiste en detectar subgrupos dentro de observaciones en un set de datos y busca crear categorías basadas en similtudes entre los atributos de las observaciones. -- - En el caso de las técnicas de agrupación donde no hay una variable respuesta, nos referimos a estas como métodos no supervisados. -- - **K-means** (MacQueen, 1967, Hartigan-Wong, 1979) es uno de los métodos de clustering más simples y más empleados, ya sea solo o combinados con métodos más avanzados (Ahmed, 2020). <center><img src="data:image/png;base64,#kmeans.png" width="500px"/></center> <center>©Allison Horst</center> --- ## Paralelización: Aplicación k-means. - Para ejemplificar el proceso de paralelización, usaremos los datos del archivo **Datos_cluster.csv** leídos y guardados en el objeto **datos_cluster**. -- ``` r rownames(datos_cluster) <- datos_cluster$ID # asignar nombres de estacion a filas estaciones_cluster <- datos_cluster %>% na.omit() # limpiar filas con NA's ``` <div class="datatables html-widget html-fill-item" id="htmlwidget-9ec4d20e0c1f43a76410" style="width:100%;height:auto;"></div> <script type="application/json" 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class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>X<\/th>\n <th>Y<\/th>\n <th>PP<\/th>\n <th>Productivity<\/th>\n <th>Elevation<\/th>\n <th>T_min<\/th>\n <th>T_med<\/th>\n <th>T_max<\/th>\n <th>ID<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":4,"columnDefs":[{"className":"dt-right","targets":[1,2,3,4,5,6,7,8]},{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"X","targets":1},{"name":"Y","targets":2},{"name":"PP","targets":3},{"name":"Productivity","targets":4},{"name":"Elevation","targets":5},{"name":"T_min","targets":6},{"name":"T_med","targets":7},{"name":"T_max","targets":8},{"name":"ID","targets":9}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[4,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- ## Paralelización: Aplicación k-means. - Para trabajar con la clusterización en R emplearemos las librerías [**cluster**](https://CRAN.R-project.org/package=cluster) y [**factoextra**](https://CRAN.R-project.org/package=factoextra) -- - Preparación de datos ``` r #### normalización de los datos ---- estaciones_scale <- estaciones_cluster %>% dplyr::select(-c(ID, X, Y)) # sacamos coordenadas e ID estaciones_scale <- scale(estaciones_scale) ``` -- - Para determinar el numero óptimo de clusters existen múltiples formas, siendo los más populares: * Elbow method * Silhouette method * Gap statistic -- - Estos métodos están implementados en la función `fviz_nbclust()` de **factoextra** y también en `clusGap()` de **cluster**. --- ## Paralelización: Aplicación k-means. -- - Nosotros haremos uso del método Gap Statistic (Tibshirani et al, 2001) empleando `clusGap()` por su facilidad de graficación. ``` r # Cálculo de estadístico set.seed(123) gap_stat <- clusGap(estaciones_scale, #matriz de datos escalados FUN = kmeans, #función a aplicar nstart = 25, iter.max = 50, #iteraciones de kmeans K.max = 15, #clusters máximos B = 50) # simulaciones ``` --- ## Paralelización: Aplicación k-means. ``` r fviz_gap_stat(gap_stat) ``` <img src="data:image/png;base64,#DIPGEOPR_02_6_files/figure-html/unnamed-chunk-21-1.png" width="100%" /> -- - Cosiderando nuestro resultado, utilizaremos 14 grupos. -- - Y configuraremos los centros empleando 100 posiciones iniciales. --- ## Paralelización: Aplicación k-means. ``` r ### k-means ---- estaciones_k <- kmeans(estaciones_scale, # objeto a clusterizar centers = 14, # centros nstart = 100, # número de inicios iter.max = 100 ) # para asegurar convergencia del modelo ``` -- - Nuestro resultado, **estaciones_k**, dispone de un elemento denominado **total within-cluster sum of square** (*estaciones_k$tot.withinss*) para todos nuestros inicios. -- - Este estadístico indica que tan buena es nuestra clusterización (debe ser un valor bajo). -- - Ahora veremos algunas alternativas para paralelizar el proceso y visualizar nuestros resultados. --- <center><img src="data:image/png;base64,#https://raw.githubusercontent.com/allisonhorst/stats-illustrations/main/other-stats-artwork/debugging.jpg" width="600px"/></center> <center>©Allison Horst</center> --- ## 1/2 Paralelización: lapply(). -- - Esta forma de paralelizar está dentro de las más intuitivas y nos dará un acercamiento claro al proceso que realizaremos después. -- - Para esto, construiremos una función de prueba que nos permita paralelizar adecuadamente el cálculo. ``` r # creación de la función kmeans_parallel <- function(x) { kmeans(estaciones_scale, # datos directo para simplificar centers = 14, # centros nstart = x, # variable que cambiará iter.max = 100 ) # para asegurar convergencia } ``` .footnote[ <sup>*<sup/>Ejemplo basado en [Lockwood (2014)](https://www.glennklockwood.com/data-intensive/r/lapply-parallelism.html#3-introduction) y [Orellana (2018)](https://bookdown.org/content/1498/) ] --- ## 1/2 Paralelización: lapply(). -- - Ahora aplicaremos nuestra función, considerando 4 ejecuciones con: 25 como **nstart** para obtener los mismos 100 inicios. ``` r # aplicación función con lapply results_k_parallel <- lapply(c(25, 25, 25, 25), FUN = kmeans_parallel) # uso de sapply para extraer valores de tot.withinss temp_vector <- sapply( results_k_parallel, # resultados kmeans function(result) { result$tot.withinss } # función ) mejor_resultado <- results_k_parallel[[which.min(temp_vector)]] # selección mejor resultado ``` --- ## 1/2 Paralelización: lapply(). <img src="data:image/png;base64,#DIPGEOPR_02_6_files/figure-html/unnamed-chunk-25-1.png" width="80%" /> ``` ## Unit: milliseconds ## expr min lq mean median uq max neval ## serial 46.6263 49.78195 51.30164 50.49825 52.2368 63.7950 100 ## para_lapply 50.2399 53.50095 55.24099 54.83220 56.2171 63.4729 100 ``` --- ## 1/2 Paralelización: lapply(). -- - Lo que realizamos en este ejemplo fue lo siguiente: <center><img src="data:image/png;base64,#lapply_par.png" width="500px"/></center> <center>LabGRS, 2022</center> --- ## Paralelización: librería parallel -- - Como se mencionó anteriormente, existen diversas librerías para el procesamiento paralelizado en R. -- - Dos de las más conocidas y poderosas para esta tarea son **multicore** y [**snow**](https://CRAN.R-project.org/package=snow ). -- - Ambas fueron fusionadas e incluídas en la instalación de R base a través de la librería **parallel** desde la versión de R 2.14.0 (2011). -- - Esta librería considera los aspectos de paralelización **Socket** y **Forking** descritos con anterioridad. -- - Incluye versiones paralelizadas de la familia *apply -- - En el siguiente ejemplo usaremos la versión paralelizada de lapply(), **parLapply()** para llevar a cabo la clusterización de nuestros datos. -- - Para usar el estilo de paralelismo de parLapply, debemos emplear la conexión tipo red (**Socket**) mencionada anteriormente. --- ## Paralelización: parLapply() -- - Primer paso: setear los núcleos de trabajo ``` r library(parallel) # carga de librería # detectar el número de núcleos disponibles nucleos <- detectCores(logical = F) - 1 # logical = F, uso de núcleos físicos ``` -- - Segundo paso: crear el clúster y exportar los datos y variables necesarias a todos los CPU's de forma explícita. ``` r cl <- makeCluster(nucleos, type = "PSOCK") # creación del cluster de procesamiento clusterExport(cl, c("estaciones_scale")) ``` -- - En este caso, solo debemos exportar el dataset para que la función lo utilice. --- ## Paralelización: parLapply() -- - Tercer paso: aplicar función y cerrar el clúster. ``` r results_parLapply <- parLapply(cl, # cluster c(25, 25, 25, 25), # parámetros de inicio fun = kmeans_parallel ) # Función a aplicar stopCluster(cl) # uso de sapply para extraer valores de tot.withinss temp_vector <- sapply( results_parLapply, # resultados kmeans function(result) { result$tot.withinss } # función ) mejor_resultado <- results_parLapply[[which.min(temp_vector)]] # selección mejor resultado ``` --- ## Paralelización -- - Si comparamos los resultados obtenidos de los tres tipos de procesamiento, ver una baja importante en el tiempo de procesamiento al paralelizar. <img src="data:image/png;base64,#DIPGEOPR_02_6_files/figure-html/unnamed-chunk-29-1.png" width="100%" /> --- - Lo relevante a considerar cuando se paraleliza un proceso: * Al copiar los datos y variables a cada CPU, se empleará tiempo y memoria. * La creación de los clúster por parte del sistema, también consumirá tiempo. * En el ejemplo, el número de datos trabajado es bajo y no es demasiado el impacto de ejecutar el código sin paralelizar. * **No todo puede ser paralelizado**. --- ## Paralelización: librería foreach y doParallel -- - Ahora veremos el uso de la librería [**foreach**](https://CRAN.R-project.org/package=foreach), que proporciona una forma distinta de ejecutar procesos iterativos en R. -- - ¿Si ya existen los ciclos for para qué utilidar esta librería? **Respuesta**: foreach permite la ejecución paralelizada cuando es complementada con la librería [**doParallel**](https://CRAN.R-project.org/package=doParallel). -- - Instale ambas librerías empleando `install.packages(c('foreach','doParallel'))` y cárguelas en su entorno de trabajo. ``` r library(foreach) library(doParallel) ``` --- ## Paralelización: librería foreach y doParallel -- - Operación básica de foreach: Calculemos la raíz cuadrada de 3 valores -- ``` r foreach(i = 1:3) %do% sqrt(i) ``` ``` ## [[1]] ## [1] 1 ## ## [[2]] ## [1] 1.414214 ## ## [[3]] ## [1] 1.732051 ``` -- - La función **foreach()** se parece a un ciclo for, pero se implementa con el operador ` %do%`. -- - Además, nos devuelve un valor que por defecto es una lista. Esto nos da la flexibilidad de complementar la salida con otros flujos de trabajo. --- ## Paralelización: librería foreach y doParallel -- - Veamos otro ejemplo con dos variables: -- ``` r foreach(a = 1:3, b = rep(10, 3)) %do% { a + b } ``` ``` ## [[1]] ## [1] 11 ## ## [[2]] ## [1] 12 ## ## [[3]] ## [1] 13 ``` -- - Aquí **a** y **b** son *"variables de iteración"* dado que cambian durante las múltiples ejecuciones. --- ## Paralelización: librería foreach y doParallel -- - La salida por defecto de foreach es una **lista**, pero podemos especificar otros tipos de salida empleando el argumento `.combine` ``` r # vector foreach(i = 1:3, .combine = "c") %do% exp(i) ``` ``` ## [1] 2.718282 7.389056 20.085537 ``` ``` r # matriz foreach(i = 1:2, .combine = "cbind") %do% rnorm(4) ``` ``` ## result.1 result.2 ## [1,] 0.9841170 0.36244639 ## [2,] 0.7503721 0.09584261 ## [3,] 1.0107681 -0.23492461 ## [4,] -1.4524555 0.76086769 ``` -- - De igual forma, podemos emplear **rbind()** o incluso funciones propias apliquen algo a nuestros resultados intermedios. --- ## Paralelización: librería foreach y doParallel -- - En la práctica, foreach es equivalente al paralelismo basado en lapply revisado anteriormente. -- - La diferencia, es que expone la paralelización directamente a nosotros, haciéndolo más intuitivo: * No es necesario evaluar una función en cada objeto de entrada, ya que el código contenido en el cuerpo de **foreach** es el que se ejecuta en cada objeto * El código paralelizado emplea la misma sintáxis a través de todos los entornos, por lo que no hay necesidad de cambiar entre miembros de la familia apply (lapply, parLapply, mclapply) ``` r mi_lista <- c(1, 2, 3, 4, 5) # valores output_1 <- lapply(mi_lista, FUN = function(x) { y <- x + 1 y }) output_2 <- foreach(x = mi_lista) %do% { y <- x + 1 y } # comparación unlist(output_1) == unlist(output_2) ``` ``` ## [1] TRUE TRUE TRUE TRUE TRUE ``` --- ## Paralelización: librería foreach y doParallel -- - Apliquemos por última vez nuestro k-means empleando esta forma de paralelizar ``` r results_foreach <- foreach(i = c(25, 25, 25, 25)) %do% { kmeans(x = estaciones_scale, centers = 14, nstart = i) } # uso de sapply para extraer valores de tot.withinss temp_vector <- sapply( results_foreach, # resultados kmeans function(result) { result$tot.withinss } # función ) mejor_resultado <- results_foreach[[which.min(temp_vector)]] # selección mejor resultado ``` ``` ## Unit: milliseconds ## expr min lq mean median uq max neval ## foreach_test 53.1786 55.54 57.92637 57.26635 60.46 65.6724 30 ``` --- ## Bibliografía complementaria - Bosco, J. (2018). "R Para Principantes". [Ver](https://bookdown.org/jboscomendoza/r-principiantes4/) - Cao, R. y Fernández, R. (2022). "Introducción al procesamiento en paralelo en R". En: "Técnicas de Remuestreo". [Ver](https://rubenfcasal.github.io/book_remuestreo/intro-hpc.html) - Gillespie, C., & Lovelace, R. (2021). "Efficient R programming: a practical guide to smarter programming." O'Reilly Media, Inc. [Ver](https://csgillespie.github.io/efficientR/) - Hijmans, R. J., Bivand, R., Forner, K., Ooms, J., Pebesma, E., & Sumner, M. D. (2022). Package ‘terra’. [Ver](https://brieger.esalq.usp.br/CRAN/web/packages/terra/terra.pdf) - Jones, M. (2017). "Quick Intro to Parallel Computing in R". [Ver](https://nceas.github.io/oss-lessons/parallel-computing-in-r/parallel-computing-in-r.html) - McCallum, E., & Weston, S. (2011). "Parallel R". O'Reilly Media, Inc. - Orellana, J. (2018). "HPC con R para investigadores". [Ver](https://bookdown.org/content/1498/) --- class: middle